{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Serving"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'1.14.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from PIL import Image\n",
    "from grpc.beta import implementations\n",
    "# import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "from tensorflow_serving.apis import predict_pb2\n",
    "from tensorflow_serving.apis import prediction_service_pb2\n",
    "import requests\n",
    "import numpy as np\n",
    "import io"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "server = '127.0.0.1:8500'\n",
    "host, port = server.split(':')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image shape: (720, 1280, 3)\n"
     ]
    }
   ],
   "source": [
    "# response = requests.get(image_url)\n",
    "# print(response.content.decode('utf-8'))\n",
    "# i = io.StringIO(response.content.decode('utf-8'))\n",
    "image = Image.open('f2.jpg')\n",
    "image = np.array(image)\n",
    "height = image.shape[0]\n",
    "width = image.shape[1]\n",
    "print(\"Image shape:\", image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADfCAYAAAAN+JPJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOy9eZAlV33n+zknl5t3rb2qq3rfu9WL1NpAErQQMhqx2AiwWcxiD2Ez2Jjxc8R4/B7PPHsc79nYGMwYh8Fjm8FgMBIGsRixSHqSjESjrYVaa+977ctdc89z3h95M6uqu4XsZxOjIOoXUVF1b+XNPHnyd77n9/v+liu01qzIiqzIiqzIT5fI/9UDWJEVWZEVWZF/f1kB9xVZkRVZkZ9CWQH3FVmRFVmRn0JZAfcVWZEVWZGfQlkB9xVZkRVZkZ9CWQH3FVmRFVmRn0L5iYG7EOJWIcRhIcQxIcT//pO6zoqsyIqsyIpcLOInkecuhDCAI8BrgHPAo8A7tNbP/rtfbEVWZEVWZEUukp+U5X4tcExrfUJrHQJfAt74E7rWiqzIiqzIilwg5k/ovKuBs0tenwNe9kIHDw4O6tWrR2m328RxjNYarTRaKZRSCAmWYWJbFqVSGSU058+PY5kWUkos28b3fIIgQGuNlDI9BxrTMJCGgSENhBBI06Svrx8tJHS9ltR7Efl4cl9GaxYW5pmfnwdAaJW+L0T3OM2WLVtwHIc4jomidOymmU6r0hpDiPRIpdA6QUhJFEYIKbBMC8OUxHGMIQ0SlWAZJkJKkiTBMAyCKAYkSqfX00oDGtO0sCwrHYrIh5sOrzv8M2fOEkUROompVqpowHU7xHGMUgrLNLELBVQSUSwWKTgFDGnQcX2UUnium8+HRiCFxCk6lIollEpQWpEkSfeaAmnI7vQItAatVHc0Gq01QkqEEOk7Oj2zEBIpJQiI45gkTpBSIA0D2zJRiaLRbOD7PjpJ5390dBVJEhOFQa4vAoGQAtuysSyLOI6J44j0P+n8I9LrCiFACxzHwY8jDCEpWppKUSBoIzQIrUHEgLF8cpdI5vXq7hxkr5VOZ0x1n5XsLjPdHY0QAgT530J2Xwtx0TVybdTLX184GqHUxZ8Uy4/SevFeNBBjkhh9qEIFIUy0Et3nd+n7XHY9KTEMA8uUyCUmYraSdHeEKtGEUUwSK4SQIFV6Pi1ZuuaWi6LTbuF2OjhOAa3B830GBvpZWFhACMnAwECqNwA6IQzDXK+jKCJJkhwLMn3M5lfrLi7kA8/G0R2zUiRao1SyqKdaL1OBi2akq99SiHy+hBQkSUKSJAgh8DyfOI678wNSGpSKxXRdAApNkiQp5glBwS6ASLAtGxXHy66fnWN2fn5Waz10qVn8SYH7j9HS7gFCvA94H8DIyDCPP/IQUkoOHjzIo48+ShSEWEKiE4UsaHqtIpYWSMfm5TffyOi6Ldzx93/P3Xffjeu63HD9fpRS3HvvvRQKhXxCLcuiv7+farlMT18ftcFRtl+2m2LPYAomXRAV2EvHBkAY+ti2ybe/80989rOfAd9LJ800kVIyuGoVX//61zl9+jRaaw4fPsrmzZtZvXo1PT09aEMSBy6Gjom8No4lOXXuLOVyGdM002ubmiAIGBoaYm5ujkqhSKfTYfuOHcRRRGhXEKJIEIMwIYkhDCOKRQvXDRFCoIxUiWzbRgiBocCy4KMf/QSHDx/Gn5sFoFAoEEURZ8+ewvM8XNdly5YtbNu0hVarxczMTAqUlonnefn5bNumf2g1V199NVprXNclij0ajQbFYhHTNCkWiwghqFarNJtNik41fw5RFBHHMUEQEEURlmXR19eHbds8+uijKKWwbZtKpcLg4CD9/f2cOXOG6YlT3HHHHZhGgVq1iHZD/uRP/pgo9jh77gT18Qnm5uYIw5ByuUxfXx/Do6vo7+8niiLa7TYAlgAdBcSRx2y9ge+HBL6ip9bP8MYtzLcCpGrRZ9d52VCDmnmWMWcSqSE2dQpilpUv2lKphGmaqC6gmsRdDdcpMpoGSAlRBIYBiYYkASHQXb3MFrHWGqUUhlbEcZwbBolcrovqAvB2tFz2fiTjixac0tay10FSBFKwS2LNSb+PVdf8DlO96/E6JloXll0TvQiGF0oGjEq5mJbB4GA/Q0MD2DZdUE2PS5IIrQ2ksGi3XCZnp2nUO2gtQZv5NZZLyMMPPcijBx7iyn2X0/JcDh48yKFDh/jTj/8F83NNVq1aRW9vL6ZpYgiPBx54gNnZWUZHR9myZROjo6OMjIwA4Ps+E+MznDx5kmPHjqXgH4T4vo/jONi2TdIdRjaf2pR4npfrsHLby55BpBZ3NK11DuJKqfwZaiI6nQ5CCHzf5/Dzx+l0OhiGwerVqxkcHEmNLMuiUCgQo7EsiyAImJ2dZWRkhJITMzY0QtBxibwgv6Zpmti2zac+//nTl5jA9JgX+se/Uc4Ba5e8XgOMLz1Aa/0/gP8BsHnzRn306FF27NjB1ddey9jYGD86+ASzk1OgNE7VoqgkjjTpRAEPPfQQNxeqvPXtb2fnzp38/u//PocPHyZJEn7xF3+R22+/nampKQYHBymVSkCqjLZtY5omc3NzDBdr+e4OIEguugnDMPLPep6Hk1lNWhNFEVLaJImgt3eQZrPJa1/7WsbHxzl58iS9vb0YBRupY5LAZWSgl3PnzuWbydDQEM1mk4X6DAMDA7iuy9DQEKYWDAwM0Gw0SJIEZ7BKGMYk2kTrhDhKFazTCXIrRVgWtm2jFSQq6SqT5rrrruPEiRMUenqYm5vLgVV1PaJisUgYhoS+IIlMJEUSlRAGEYYsYEibYrHI2NgYm7ZtZ35+HiFECpydOkIIgiDAtu2uFyFoNBqUSiWkkMzNzREE6TgNw2BgYIBSqcSZM2c4cOAASimq1SrlcjlV5FKJ8+fP8/TTT3P+/HmaC5NLNtqQd771rcRxzPj4OI1GA9d1cV0XKSVhGKZzUbDwVUyh5FCxTYxEY2iF11JYJjhBBymh3Vrg1Onj7N57NcfOHkU5Do1klPB5wX+4doxK3zGKfhOKnXzx5robJSRRumkBRETL9OZCrlMJlesRLAfq7G9LmdjCQnWfb25k55b7cqCO8lOkB4b6YstdKHvZNSJR6Ho5BmEY48Z9jKzZRXV0LYY2WWj4nD9/Ht/3Ui+X4kXnvHDcMRZxBOcm5jk3MU9vuUBfXw+9vb0UCql9aZoGcRxQ7THp6d1AkoDbCZmcnGZ2YSG9C8NAa00cxzh2aihkIFkulwnDkL179wKwbds2tE43XdM0iXzN0SMn8H2fhfkmx44dIUlSa940TarVKj21AbZv387P/uzP4jgOJgLP84jjmMnJSZpxwNTUFBMTE9TrdQb6+4njmN7e3tTy73rYGV54Yfc5dXVDa72MNYDUcocUiMfHx/F9HyEEPT099HfPHwQB7XabSqVCoVxCa02xWKRSqTA/P09pdJD6gouJQCsLRAhAkiR4nveCzwd+cuD+KLBVCLEROA+8HfjFFzrYMAwOHTrE9PQ01113HaOjo4y+dhWR5/Pow48wMXsOnWg8zyNIIjALPPLII7z85S9nz5VX8qUvfYl/+OIdfO1rX+POO+/kDW94A0eOHOHo0aMUi0V836evpyd33fr7+ymXy7RarUtaJYsLWQGpNyGlBJW+H8cxjuNw1ZXXcvj5Y7k72GgscNVVV7Ft2zZmZmZoeS5F26Y60Mv4mZOMjYxQrFYQQjA7O0ur1aJSLTMzM4PsurlVp5Tv5Fpr/K6LJgVoKSkU0sWc4YPjOESkVp/SqadikLqhl112GWEY0l8qkSRJrkyZZBvMufHjjI6O4oQC1w2xZBHLsujt7WV4eBgpJbOzs1iWRbvdTjc2Q+P7PqtWraJWqxGGqRchpWRhYYEwUARBSptkCn/8+HGMrjsspWTbtm2pxRLHHDt2jKmpKYIgoNls4vs+gdvMAXHDhg3s3r2b2dlZms1mekynQxRFmKaZf25qbpaenh5qooZlWSRhCFp1N7yAJAlJVIJTtGi3Xb77vW+x4fLLmJybJ8HmlN3DnY9MEm+rsHusSSlKn61WahnAA13KDdQFxqdxAc4qUe7qVXfRL+U9ug/Sl1ZX47obgVq+RWRWdSaeXP5/u+s9LB2jyD2KDIhtoigiDCKklFT6NmKVh0Ca6NCnWiuyrbIZyxLMzzc5eWwKpVT+DDJjZ6kkGCzdzjqthGZ9htNMY9s2PT09jI71UywVQIBUGkMKnJqNY46wev1qDEPQbLaZmppiZmYGFet8Pbiuy6ZtW7nxxhu54YYbiOOYK/ddy/PPP8/f/u3f8oMf/IDLtm3F8zw6nQ4bN24E/HRObJs4jmm1WjQbLkePHkVrTaFQwGu1KRaLDA8Ps3XrVtbs2sbOvbtzS15ECffffz+9vb14nsfEyePEcUyz2ezSPDrXd0g37pQKjPNn4HlebkxGUYRSinK5zLp163BdFyFSD1kIQbvdRlhmvmlVq1Xq9TpSWLhugGNYFEwLpRfB/cXkJwLuWutYCPEbwHdJTYvPaK2feeFPCPr7hjh3doJvzX2H19zyaiq1GpYsct1N+3nssceYm5vD930KQlAsFjGkzROHnuGaa67BcRze9e53sO/Kvbz//e/nwYceYNumLfz8m97Iww8/TKATVBihowTth9SnZ5FONb96kiSgF93a3DXTGq0F587OkMQ2ipSDFkKglOblr3w5jz/1JPNNj9XrNjJaM3nwoQPEcczAwACjww4kknqjyfDqUdwwZOH8WZIkoaenh9Vjq4hcn9JQmUK1jLBMrMQlkZpYGBw5eoojZ9ts2rSJMEwfaqjIrYQoinAch3271iMKEmkAWmBoiAGnWKVULYFtsmqgD7/R4tTxE/h+hFKiyxSYdIKQth8QI8C00EJQ7ethcGQYp1Si0WhgOjatVos4jlMLRCYMDAzQ29uL7/t4bpTPXbPZJIoiPM9LrenuYiiVSjl1Y1kWzfkFZmdnmZubo16vEydp3EQIgY5DlDYpWEXKhuSX3ngbvjdNFLYwRAhJTGJKElOiJSRCY6KIOh6hYYFTAi26zzb1UrQKqYS9NLwGIvawpaIZulxx2W6++e3vEQmTPq9AU/byjcePs254AKXaGMrCTExCEzwrphIvbpCpLF9GQdfizRZ+lFEPGaaLJZZ+Fy9zrJaZl7AcvOOu5Z5b/Ut4fikliVkCEhLpdq07TaINDC1Bp1RMoGMSlVAol4nCBKtvO1QAIbBI8D0fy7IgNuiv1Ri4qkbga2Zn60xOTKNoYRgWUlgkicCQFpZSwOJupqVEypSyCpOEqdlZpmZnkVLS29vLyJCkWq2mtELRRHTnoq/fprd/Ddt3rkG1JQM1h3NnT3B+apKff/vbWLNmDUmScPfdd9NqeoyNjbF69eoUOON1BKFHGPkUSwV8PyaOMvBbjCU4jpPy6UmCVXSI0ZydGOfsxDj6gfvz+bRtm3K5zPPPP8+HPvQh+tZt4Mq9u6hUKsuYgCAI6HQ6nDt3jrNnz3Lk8AmmpqbodDqUSiVc16VSqTA1NZVSmVowMDJK2w+JEs3OnVt45zvfie/7lMtl/umb3+Hw4cMpVWVISsUazZk2pZJDJBLQAqmXe4E/Tn5Sljta67uAu/4lx4qui7RhwwaeeOIJnnrqKa688sp85732uus4c/IkTz/9dM5Vm4ZgdHSUOI45f/48BgmbN2/mjjvu4L3vfS+xH3Ls2DGuvvpqnn766XxXjeOYubk5+tdtfNFxZdbD6OgoExMTGCqzmlMFeeKJJ6hUezHNAkeOHOHpxjQbNmzgZS97GWvWrafVOJdSromiJCwqPVUCz0frGD8CaQmk6WAXi0irwMlzZ3jiwCM899xRzp2e4KabfobqyDpmZmZyq0lJMwd3wzC6tAdIsTwoDBDHMDIyQmNhLvcuhBC5ZZDdR+aeZpJxjVJKOp0OUkpc182t8ziOcYomw8PDzM7OpjyiLHSvmVpKS4PblpUGvovFYm7hNJtNZiYmqdfrqeJHEYap83tLwSFEGNAz1Ed1qBe3vUAYhvl44zjubrQqfy6e5yGlZGhoKL0npRBaEWcg2OVF82eM5tiRo4Sej1Uo0lAtTKsKRoUHn57iZ/YWAYUhNAKF1BLUC9MVSyWzrpKLeOWLeWZtLKVqQOjlHHqsGsuPzwOrGo3EUhagMQ0bhAQUWnQQ2kAJiYoVNVGgZdi0VZVAmszX4Qc/eBrRt5Y9W8coFiVRtHjdKA4olguMFfro7Svj+20mJ6dxO0HKo9sXw0ceYL8gKqu1ZmFhgflZl1KpRH9/Pz09PWl8Ir/vdA56ihY7du7gNbfcymc+8xlKpRK2bXP27FkOHDjA+nWbWb9+PY7jUCgUWL16Nc8++yymaRKGIWvXruXUqVP4vp+PZSkllq0DSK17IKfYsr9nZ2cxDIO//uu/xjAM4iRkaGiItWvXMjQ0xKpVw9i2TalUwjAMNm/ezK7LLqdcLmMYBuPj45w6fYxz587xzDPPdD1Yg3K5jNaaTZs28YEPfICZmZmcGXjzm9/Mf/tv/y0/xjRN/DDAKRWIVap7F4RDfqz8xMD9XyOe71GpVJiZmWHnzp0cPHiQYrHIpk2bKJfLkCSs27CBtWvXkiQJDz/8MPWFFmvXrs3BwSBhdnYWx3H49Kc/za+/7/2sXr2a++67jze84Q08c+gZlEqpgki3ckXKlFErkXN4mSJkCvDWt76VXbt2cf7E0xw6dIhWqwXApz71Kf7kox/nuaOnaHZ85qaniaXJwaefpdVqUa6k59qyZQvbtm0jjmOGKj3Mz88ThiGTk5PMzszghgHVgT5GV4/RaMb0jO6gf3g75fJQ6qV0gd2yLIIkdQczUFNKEccJRdtgMdqvu7aU4LbbbuPPP/FxDC3wGy2azSa2bbN27VrOnj2bA3dGb2QLIaOzMkDMQNfzPJIkYeu2jZw9ezYPWgpCpJSLtE2XerEsC8dxcF2X6elpoiii2WzS6XSI/SDPbACIkyjnXpMkIazX6emtcsXlu2iHbeIwRClFp0vHhGGYbxZA/p5t2zQaaYZNwTCxpaBgCLQKc7e5XC4TBAHzc3UaczPYRsrDR1aIimMcbfCVA3Ncs22U3pIkjmaR2sBMCoiLcyWW6xJxN0tDdjfQxSyMFxIRp3EJIQQq0QhCDMNAKYXjOEiR8qvZnGrh58aPlGCo+ZReSRKEZQGSJKwRJjZuoAmUpj4Fk6HNOd8kLg+zfeNeWkEBf6rO/ZOzVGuwfft2ikWTKAK7YCKkRukYpyjo6elnZKQfNJw71+TM6XMY9nJeP3sWGV9+4dwoUabpQfP8ApxfwLwEBInuvS40A2YXXCYmJnBdl9tvv50TJ05w+PBhLr/8cgYHB6lUKhiGQbFYzHVzdnY2p16LxSLVapWTJ08yPj5Op9OhXC7n1rJSKteZjELMMmz6+/sXjQdtMDM9z9RkmpwQxW5uhPT19VGtVtmwfkuOUaOjo+zevZt77rkHz/PQWtPT00O73cYwDN797ncDsHXrVk6cOMEXv/hF/vHLX+Ouu+7iHe94Bz09PTiOQ8ur40UhJdum7Xs4VpInILxYjdJLAtzrC3WOHz/Opk2baLVa7N27l3vvvZcTJ07w5p//eeIlfK5pmtxwww20W15KB3Q5K9/z8f30p9Pp8KlPfYrHH3+c22+/nW9/+9tcc+U1LDSamKbJxNRUrozZzi2wcwBbasUCbNq0iSiK+Ks//0geYAHYsWMHg4ODuE8+S6fj4UUJk7PzadBSmtjVfrZv306j0eD+A48xPDzMQiWgWq3SDhM8VWDLzmuIhcZLIjytMfskw6Mj1AzYtGoVE3MtBgYGmJ2dJQxD/GhJYK+rXI1GAyHLOEV72biVUuzYsZ2enh7OnjxN4qZzM7p6jLm5uXxzuMia7VrslmXlnlJ2TLvdZsOGDczPz9NsNhcvphN838+t+2wxR1GUW/JZtkyr1SJJEqTS+WICiLtxgezzznyTf/ifn2W6OctMc47zjSb1ev2i8S6VOI6xLItWq0WhUMAwDAwpME3J/NwcWbZIBv6mgMBtsnXjeu6+7z6caoG4IPCFYLjcQ91zKBYNpI4xhcBQBrFauGieYZGT1olFEIT5/AaJWnYc+uJlVywWQKeeolMoYZldY8O2QUocUcweOlprgqiI76UbvReGJLJAEMT4XkIUaprNNp2wzGS9ybwnWGgEzDUlkTOIMdTPa17xFtqFNBYgRUQsBJ4bc/Dxp3KrMct6cRwHAM9vAhK0gWk6WGaB5AWew4XPJw/qGsspLXkpfOpGk0dWrSVOJA899BCNRiMH5snJSRqNBuvXr+f6669ndnY2B+lms0mhkGZLdTodms0m4+PjGIbBmjVrWLt2LSMjI5w+fZqnnnqKhYUFHMfJ+fEX3IC7z8zoBkmxonz91et15ubmmJyY5ZFHHiFJkjS2JVKWwHXTjWD98DBJkvC+970vX1umaea0s8Di2Wef5Xd/93f5xCc+kRpecchHfu/DRLHH9PQUFWfRs9Ba8+U7v3Hp8fISAfcoDrn9ji/ytre9jU2bNlGv13nFK17BmTNn+OxnPsPb3v4WgiCgXC5j2anbWekpoxOHRnOeJAwJgg5JEuY877NHnqZ/uJcP/Oav8aEPfQjLLrJmzRqisM3M+AmCTpNaTx9emJAIE4PFxXhhVkPRLvOB//xBRmrDOAUb00rzxSdPTKACgeuFlHr7wTApFArcfPPN1Go1vvL5L/KD7/2AYrFIuVym0FfAEoID3/9+nqLZjCPm5uYol8sMDAwQi4S5mTkWVEzBKVEsOHk6oVIKo/vIlFIIQCI4fWqcnp7tJHHXVVcCYYBpCyLgN3/rt/n8Z/+Ob9z5NS7bsYtDTzxKf39/HmAOkphESCJlEGsb00xySz4Mwxzcfd+nWCzSbrfxg7QmIdsc4yjJKZFM6QGCIMD3/VzhwzDMUwulTl3hxXRAkyBKUiolTHj1FZfxg89+nnf8yi/zuSOHaC/MIyIf5XcgDDCCLkcs01x2mcQIQ+KHAWEcYVgmQStEFou4sSahiOdO0mg10vkzYnocTdkR9A/2EWtYmPMxyxrDktQtm8987mH+8A/fighn0bpGaNSpBMsRyVY+USiJwwJxZOAlFr6foLUkSTQiitEKlEqBkSREp6n2KClQAprtANMqoA2LcqVAwUhIMFHSpt2JMLwQL4qJFLQ8n7YvaXUiFpoBobJoyQJKKQqFQneeE9wkphnbzHmamQWXmVaDvft28s43vAdfVjBzO0FjoImQZFx/GAMISCBKUmPHtnvze1ZA0LV0l66V/P8vBJKxsez/HmH+r8xTyfShWCyybtNmHvvRk3z0ox/lP33gN/jhD3/IYz88QBB2GBoaYuu2jdz97WeJ45j5+RlmZibp7aswMDBArVajUqmglKJWq9FoNnGPNHn2uUN02qle7t27l3379tFqtXj66ac5c+ZM12NdBN8kSdAkeXZZkiTYVumie9Va5/93HAfDMDhzepyCnXqJVtHBUNA/NMb4VJNqpY8o1Lzx597CPXffz5//+UcZHBzMvdvh4WFMQ/PsM09hmiblcpmJ83UqlQojQ5soFJYH2S+UlwS4VyoVjh8/zre+9S3e/va3MzQ0RL1eZ+PGjTz++OPce++9vO51r8utdNM0iaOERqNBf38/p06dAtJ0uQygs9S4Wq3Gxz72MT7+0U9y6tRJxsbG2LfvCvp6KnS8DoVSFYW5jHO7UDE9z2Pz5s3EjTpCaFy30w3qStasGaOnp8qqDZuQWrFnzx4+9rGPUa1WGe7pY+Pg5rRAqFAgiCMOHzmK0lAslekfGOTU+fM0m022b9/etVg1cRhjijQDZqG1gG3bGIaRBlX1xS5+ux1SKFiLaXNd8YOYUCVUKhU++MEP8pu/8UFu3v+qPLtl6WbWbDbp70trIaIoysF9aQ5vFsDtdDrESZBTNgBxrHNaAci5+aVeUHYf2fl0nM55BhB5jlJ3XC3fRRYs7r73Ho6dP0oiNJ1OJz9fllGU0VRSSmSikYnGFAIdxliWndM3juMQh1aeS5xdOxtTShEJIs/DiCXa85hoNij09GK5DrgBDm4apFwiSVICJZifa9Fp+8SikINUkiTEgUYpUIkATHQcobrgHqPTv5UgwUNJi1ZngihJaLkxfiKIYoHUDhpJO0oIY02QKMJYoCgQImlrs5sRlXqvSila4Tw7L7+Gm37mevxYMza0muHRDRhOjSAWS2b8XyZL18ilMmf+NXIp8M8MmMybDMOQq6++mgfv+yZ/+Zef5vd+7/9k376r6Cmngfl6vc69997L/Pw8Wmva7TZJkjC/MM2pU6colUo4jkNvby9DQ0NUKpW84BAMbNvmzJkzHD9+PN9M1q5dyytf+UoMw+aBBx5gamoqLaDrPsvM4lbq4rqCTLJjsnnyPI/BwUGklLziFa9Is28mptiwZhW2bbN3717q9TobNmwgSRLm5ubo6+vLa03uuuuunHIsGCb9/f1pJtiLZMy8JMC9v7+fV994Pd///ve58847edOb3kStVmN+fp4rrriCRx87wN/93d+xd+9ems0mN910E1JKBoaGaDXSQNNSl2op/zczM0OlUuFtb30z99xzD1OT5zj05OMklsMVV16FVBFe4CEMZ1kwD8gpA6UUv/qrv8pdX74DpSI6boP+/j76eocJwg5r164hIqbT8fjHf/xHHMdhZGSEof6BNNe7HTN94jiQPvitW7diGAYnxyep9fXmOa8LCwv4saZULBBHEabh0DfUm9MZWmvUJR5oEES0Wh6VqoNKa2XSIKuUWIYkcj2kZfLr/+n9aVporT8HgOzHdV1q1XjJOYOch8yAMAPrIAgwrfResvkOwxT4M74yO39WTLaUg883C38R/C3LgihJ0xqjlJoZ27aJZ44fYSxw6fgtKJiLHoxhIJDLeMdCoUCxWKLspIVVptEtJulSbdnGk1WwmqaJ1bXOxsfHqdfrFItVIqUwlEQrRUNX+Kf7H2Nn/zRmUxHEU0RBKd8wAEJl02p6xHGaOisK8bIaik7HBAQqkYSBSusjtEJYJoGK02rRxCRINEEMbRcW3BKRhlBLWq6LShwSYRlMtQ8AACAASURBVND0QhIhUTrEsMu87Z2/zIZNO9GFforFNIU1iiI+9rGPMXP2BNesv4o1O2/AsC0qyiYRJkEiUVIiu+D+Qlb2C1nl2ZwCFIvFZTTZhZ9ZmtWRJAnxkveXAnm27rL02SiK8H0/r2sQQvDbv/1/cNNNNzHQU+HAgQMcPnyYqakp6l2KcZkudXU4DMM8S6bT6XD69Om0cMgspoWGXeMg04mzZ8/y5S9/mVKpSrFYZHR0lO3bt1OpVPA8j+eff565uTls28hp4uzeMuMnu37miWQ1Hq7rcuONN3L0yImcFsys/D/7sz/LM8y++tWvMjQ0xMzMDGEY0mq18joSrTXNZvNftLm+JMBdIHjta19LGIY8/vjjPPjgg9x6662Ypkm9Xmf//v184QtfYNOmTcRxzL333svle6+ir6+PUqnE5VdeyTMHH83znSF9wJZlUSwWGRwcpD1fZ8umDfzwhz9k1fAgh370GAODfWzcuIOiZRB3s1AyZYNFMNNac9lll+HddBMPPfTPKB1SKpV493veie93aHfq4JQIgpCFhQXm5tLslDhKA4SddocwjqhWq+zeczlaa6anpynXeqhUKhw+fJhdu3alRReGjcBgZnaehYUmSeCzevVqTpw4kVIZwrp4/rpWTKUyyiUKo+nrK9NccHnkkUcQ8SKgL5Us0CjlorWeuZgZoJa6+fKppbx84WaKDOQAn1nFS4s/lkoG+FlaZ+YphH6A67os+B0c0XV145hEpOPOYwFBtOxepJQIpVFRnGaMCIU2RO7J+b5PEoVorXO32eier7nQXGxb0R2PUAo36uXAY2cYr0whvRKRiBEqIkkUppnefxAESGnmMY9E2nldAYC2e/G9kFbLRSUShIVTLuE1AmJh0fE9EmXhx5ogUviRQ70VE2mFl0T4YQxRHY1JqAWJlBgCNmxZw5bLb6BUHUSbqUXqxzGREPzn3/ldvDCgUkxpPaUTEi1JhCIxFEoo5L/OcL+kXJixdKksmex3eoyx7PVSGib77bouzWYzL/DZumUb58+fp1Qsc9e3vo1BCoKnTp3Kg6jZ57tXBciLFjMjr91uY9t2qg9BOzf8ent7880mK/LLMrpc12WhW2jlOA5btmxhz5491OtzNJtNpqenCcMQy7IolUrLrPZsHYlu+rZA5BWvMzMzHDlyhJ07dxJFEVdccQWFQoH77rsPgN27d/Od73wHIQSu6zIyklazqjBatpH9OHlpgHs3Mv1rv/ZrfPazn+XBBx9kcHCQffv25VbVW97yFv7qr/6KW265BcdxeOihh1i1ahUvu+46kjBk1759/PM99+QT3W63WbVqFaVSieeee461wyMEvsfePbtpNptMNlz+8fYv8fZ3/UdGx9biBd4yhcsky2UtFAps3ryZI0eeI4oraK1YWJhj1bp13HrrLfzDnV8n6KSZDbVajUajQa1Wo9PpYNs2mzZvpq+vj7brc+rUKcbGxnBKqTWQjVcIgV2sAjHNRhu342NLRavVolqtpumMl1iQUphMTk6yZs3oJee304m45ZZbUmW3xLINLJPMQnCclEuM4xi321smqzLNFNMwDAxDLgP3jJsE8jRNpVS+uJYV13QBIAP3bCOJYpVbL0IIphbmuGHjZZw/eRp7oMy8l5Zu+76fL6Slii6lhEQR+QGWNNDduuPsmE6ng8TLaZg4jqlWKhQKBaamphYpI62IkrBbuNTHQkPSmdPouEZSqKC6WUT5/SQxiQpRqgFCEenSMrDxSPsDOYUyV1x+NafPT/HPjz9OvdNCGxItwI0cwlijpYFGIrVPLDTSMVECylGMkjGJYaEwcQybq669Fmk7eFGCUmkGV7FcJGr7YIAjSwS+S9EySJIuFSQVSsYoqSFxXmxpvqj09/fnAc2lklNtS567Uoq0GIMckC+03DMjwrKsnA7p6+vj+eef50c/+lFa9Ba08X2fdrudlvcn0XJwF+k1M+9qdnY256c9z0v1IUoNklarxcTEBFJKCoUCfX199Pb2EoYpx56l8wK022201jQaDWzbyDP6Nm7cyPT0NOfPnwcWKSvXdbsGk6RWqyHjxdjVxMQE3/3W13nd617HRz7yEZ588klOnTrFiRMneOaZZ7j22mvTTDQBzWaTgYGBdPMxjGX02I+TlwS4a3TO/f7Fpz7F5/7603zkDz/J9Nkmr/+5VyGFoD4zx6/+8nu566672LlzJ5XeAerzC3zzK1/lFdffQNN3KdeqbN2ykYOPPIxTKbBmw2qee/oZatUSLR2w59obOH3sBLE6zu6RdTzx5CN89m8+zm23vYPh1ZtBmsQYKCyUkKBSwDctTRC2Wei4vOHNt1F2TA796Ees3rCatevWMbhqjC/8/ecJOiFJ0MExE+phi6YbUKmmtIsfa06cOU9vpcqObdtykOrtreb9JkzTpGBGuF4bL2wwuKYHO44ZGKxx+vQCfuCTxIupWnEcpxWofUNMzTRJixwFxGmw1VIK5Qfsf8V+UBoVB1T7+nOwzaxU4oQ48fA7dZKwg47LNLWLXYCengpCxwSuS+KYGIaBbReRwgZt4PtB/uziOM5BPfN6li7gbEFnyi+UgSBL/bMIdQs/9vF1QCxjRtZswhwc4uU7tvH08eeI62k9RBCE+AqMUoWCbVO0TQylkCQYRoxhCOIwIIliZEF0gb2dZvJojSFjCgIcQ1JMBEUlOXfiFHEQklgKFAgFEZKwMMUTxwVCOHjeeBeEuhZ6d+Eqmd6zEGb3flMvLVv8xd4ao6Or6e8bpto3yP5XDvOVAx/ESwwkGlBp4y+ZtYNKCLsVq0Rd6kfItPmd0tiGJLYqXH7tKwiEgdYJVpwe57X8NOgeAzLGKNgEWoPlECUxKtGQdAFWpyCY11BcgkpZKksBPPt7emKSrtal44zDCz+2XPLU41RHDUzQ3bY8GhzTIupWFGfW8FCtwuiqDZw8eZLnn3+e6WaDmck5pAInMXBFmsqbAbgITfIgcaeDIRSum143s6pFoojjRUMjUhDFHu1OnXPnBagifX19DA4OUi6XcYoGhUKBTichnS6DMExoNNocOpTWZ17YB0hriRAmxaJFksDg4CCe10HpgNNnnsdwbH7rv/4XvvrNr+M4Dg8/8RjtwOPMubNUy2VKdoGWl7B71xWMjo6msYEkyNOFX0xeEuAuRRrQW1hYYM+ePbznlz7A/Xc/zCMHfkBfrYfrbtyLlJJ6vcmtt76Ob33rW7z2Z3+Oa666moJt86PHDzJfn2F4qJ8zJ46yY8smfNcnXlhgqFbh+wd+wC+9/3coWVXEq3xcbwrXnSXUM3z169/h29/5J9705nfR09dLEoFRKCG0QdAFT63TQN5lOy7jI//3HyB1xK+8971pj5qRMcIw4g/+4A/49Q/8bzmPVq1W6auWKJUc2vW5lPeLY1at2ohlWUxPT3czSNLgbK1Wy/NuH33sYUolh8nJSVbVarRarZy2sK1CrviZ9RlFEeVymdNnJlm/bhWi253RMiXvete70FFCwbJIYkWtVM7z9JcCrhAiD1C6fpN2p0lvbxXTijGtRfohyys2u9fPYh2u6y4Dd1geILvwB1KLVylFFIV5EDfLe1dK8cjBxxl+ZY3AbzM4OkKoVH5OgNgPcAyJY1tIQyG1IlSKOA66vbs0cbJYOev7froByLTvh+WY2CUHNwxo+S5hQj532TUmPDPPgrDtrreQZcM5Ke3X2ztEf38/WqeNnypdb6BSqaQFKYaJEAZ+YtJ0NVrN8a53vYv/+dm/Rul/mRV2oezZs4dqtXrR+8uA+YJ7MVjO0xr/ho7f2TmTCzBG6eX1IxfKj+OKs4B8kjdfTb3MYqWMUy5RKBXZtXcPbtgi9gPqM3OcP32Gielxzp8/n3uaseGlHlTkp7s0CqNLZ6rugA2Wj3Np4zApJYKA6ZlxZmYnuoZXypuPjIxQq9UoXpB2fCnJxlMqpT1j1qzZQKXSy1ve8jbiGLZs2cJ3v/tdBgcHu16zkyeCLC1SPHfuXN7XqWC++Dxm8pIA91KpxC233JIHPObOPcWv/OrN/OmfPsHd3/t7ZOFt3HjjjczPz9Nqetz6H97AN77xDV5+7csIfJ+tW7dy51cfo7dsoSKf8fOnCabmOTV+jsNnTiKLBSJi2kGLghVQHTQ49tiTjK6ucd11L+Oppw9zx5c+x65de7j2+lcidYwfeNDtg5K563fffTfr169nqL/G2bNnWb8ltSaeOXyMSMP+/ft58MEHqdfraYUnMXMzqcsXeGlQ5PCRZ3Ker1rtwbZKNJtNent7UUrlRUabN2/Gtm3a7XaePphxeBk3nFWb2pYNpL1eFllN+MR//yRPPPEEBiau6yM1qODirKDME2g2myl4m2BZko5bR2FhGIJKeYgoiiiVSum9dYuTMmW0LIswDAmCIF8wS3PYlwZW800l6uQWfgrsiyCvtSbUkmOnT3LVnl2cOnsGFSZ5tpRSKm3NGyuKZRtTCogj4iTdYLRK3fJA+fmClVKmFj0KKQVlx6Ta18uxc2fx44hEWogl1BKQtoYWYDvFNOAXxRSsrNBNEYZ+GgjvVkNalgUizVDKwL3SU6NcqqCSMnEYQbnMhg0b2L9/P/fdfw9hGOCYF8dSgPwZS02ef+44Dvv3788zMTQGiTCWZw1JiehqQl5QJMWyxAOrC+5L9WqpvGA6I0s2kRcwIC/0BjJZyhWnRoq9rNlWmjQgcp2xbRtlpZ+r9PWk9ItwCNouw8Uaw2Pr2OG51Ov1PM/dbcxSry8wNz9FFAXpWg5lno6bJAmG8HKj5lL3ronTsI0QKK0IgpgzZ84wMTGBEIJyuUZvby+Dg4P09KSxM63jnIqExey9DKjXrF6PZTpMT81x4/5X841v3ollWYyNjfHqV7+asSOHMYTkn++7P68Fybxg13WxLAvbsP7FmUovCXBHpArY19/PF77wBV5xdRU/nOM9v/wa7vjiPdx//wMMDaUNfjzPY3p6hv379/NHf/RH/M5v/zYPPvggOy/bzr69uzn8zCGOHnmegh9gKoVtSJTQGLbGUAmxbtP259i0ZZRWO+LRx45x002v4sEHHuH4sSNs2rKNgeGxtL+yEvnDEUKwY8cO1KYNDA/0sH3rVkbWrKJcqeGGKm3vm8D3vvc9oigiCAI8N23lq5RCJQlRkqAl9PTUKBYdlEpotVo0Gg0mJiY4deoU1Wo1LyKCIfr6+vJWvaVSCbSVA322IAzDQEjF7OwsGzetwehmiWTdGnWYJklalkUSXRyIyXjxrAWqaRoIqYniENcNKFec/LjMOrW7WRJa6zzDIcukyeZsaeuBpdx7xq/GcbSkLcTy4ChAohTNdoupmWnagUtR2jiOk1+DRGKI9Nx2l9KQOu0bHifpuLzYy+cq7QkfIlAUnALlcjmtiXj+OSBtAJb1Rc9cbGNJG4Csn7+RJN1ScIGBQZKAH6c59yoQmJbCUx4qaOI1LZqtEpZVoFSsYVkFpo0KjmOzbds2Hn3shywsXNir5sfLjTfeyPr161O+2XLQiDznfGlrYhVdAM5yeQvfuJu//m9Na/z/IxmNFwTtZVXhSytbs/e0NBECDNNAKIUpRdpmIYxRYYRdKOIU0/hVudKDXy1R7alR7angek0ajTphK63DMAwr/S2i5ckTF+1SWeZd1pXTzD2JzJNfWFhgfHy8a6hVWbduNY7jLM5/V5/z73dQ4PthtxJc8sY3vpEwDHn22WepVCpcd911BJ6/rC/T0jGm1zfylOIXk5cEuHuuz8HHn0RYsGb9GCKSbN9cYPf2Iq+/6bd46899hMfu/TYD1R4G1gwzMT/OmBhl7+7dfPjDH+bDH/5w2gNZ2xRWb0OfaXB26nlefu31RA/cw0LYIKw/jRY+hhkyMzuOFEUWWm0M02H7rj1MHZnj6WcO8c3bv8Tr3/gGhlYNYdt9dFQIZgHDKmAaksSQ1N2IHxx8isEzZ7n55puxsi+pUBGvv+VV3P6VO4njNMPj1KnTjI2NAaniOqJMe86jbPr09/czPDTA+KkzHDx9gquvvopHDx1h1egwq8bW0mh5DFcqdDqdXGksS2OaYBhZXrMidF1M06TtBhQNk+w7Gn7xrW/jU5/8C0KtiFRCuVTFk4okWEwLBPC7+eZxHNPotOmvDmKZRaIwIUpCOi2FKdOWxFlLUi9yGR9PuzhLKfEDnyj2SVSaYZO2KIVER2iZtluWhiZMYuIkRneBPvuB5cUgSZIQBQZ2pcbkzCy9xQLVStrDOirYzM/PE6kAUxgULTP9khPTxou9lE6LErzAI4iTZfRQrBIsITBNi95qL+1GzOnJkI7ZixYRBRHnY7jQ6hSiW0mLAaqbIaQl2lAkKiQMu0VZvsayImw7fV1YaOXAYBgGCWaeVTE0OELgR/hBt41D11K3MqxRGq1i4sRg9dq13Pqzt7Fzz+UIqy9l56OUdpB6MZZxYZV1rLrZKEZKJeQxj66leWHmxaV6yGfeayaZN/RCtv2Ps/qBPB4Dy68fhovjM7pZQehFfceQyCgCIUhMiZIWiWmDaWEUHIrVGnFPH71BwHC3Yr3dbuM2pmgt1AnbLoHn03AbBKFHFHldvSX3IJVSCHmBB0eEkKBJ0rBWEiMNiOKImdk2M7Nw/MSzSClZs2YNY2NjmFiY0sC0ikTKwDCM3KCoVqucOn2U66+/np07d3Lo0CFOnzzF619/K3d+4+t87nOfI5AaqSOECtFagFQIq5x3ln0xeUmAe7FUYt++q3jk0bs5f/aHzJ50eeaI4tWvfhWJVeX/+bOP81v/5ff4p+98l1e+ej+bd6xn5tw0q1atYsOGDZw4cYLRtWs4V59lYHQEsWaAXn+IZ0+e4La3v4tW5HL3vV9j9erVjI2toz6nmZppcOTZWYy4wiP3P8y23RsQRcWzzz/Hl77yZd70lp9n7ZoqJdsmSFS6kJLFsmzbthkeHs77UkAK3rfddhv3PvB9FupNmo00EyZrvK+1Joo9EhVw5myHk6eO4hTS7JTLL9/H44//CMOpUq1W80KhRsNOv0ygy29nOeSZxZxmC6RgUS4XaTY1PdX0wQ8MpMHckyfOIIRgcHCQhYUFTCkv2Qs6O6dnpo3DfN8ljlS3D3WaW1sqlThw4ADCStNU16xZk1M62UJIkgSVLC5uKSW+7+fZLUtBPXM9LwR6IKc6Ui4/bR5VKBRwHCdPU5NlgU7S5mBojUQQRyFxEBMFIWGyHNyFUBTsAuWCQ8GwODJ7DtGlPZbKpVocLFpgi3ytlBJtLNIb2f1m3S0BDM0y7wWjkHsTS2msHyemBUIoFuozTE9PUO1d7HJo2zaGZS8BzFQyvcxTBbt57dn1bLmYgnip+8wko3uWSqVSyTnlf2/JYypZzyCWt3dYarUKkRoRGa8dxzGBZeFUyjjdue0JQ8JOD6Hr4TfbNOsNer0GjeY8nU6DKA7wOv6ylr1B0O0A2712nPgvOu7MKJmamuLcuXNUClVsp0yhUMgTIJrNJgcPHuTgwYMcO/4cH/7wh3EchzVr1rCwsMDx46fYt28ff/zHf5xiQLdPU+Z5Wq5Lb2/vi44FXiLgDunOPDt5jPf9x1dh2gkiWc33vvM4D/zzXazasI0te/dy4KFDNDou76i+mZ5ajenpaa666ioeeughSv29vO49b+Pe++8j8QK27tjMwtlJvnLX3QyuXs09d51iavIxKqUBfD+mOmJSMCr02FVqlmKw0mTnLXvY/7LNfPy//xXf+Ie/5b3v/6/YTpFSsUoYxyRLLJ+s86CVBxYNlNIMDNSQUtLf308S13PKQqm0As7zW8sWVKfTYuPGzZw4fopSsUalW8lWr9cpllIaQgiR9/fIQCFboP39/ZikFZGOY3P8+HGuvGILkCYm3H777ey6bG8+ZsuyiP1gGZBm1a/Z77gQI7pUWRSn3+OXbS6zs7Np7+x66j4+++yzeevfrIquO9Bl9ymlzFO4lla9Xgjo6bgXraYoinDM9AtCsh4d+XzECY5pEXsBUsZYhkm54CAwaTVnu1lAi4AnpaRadChbNoM9fZQLDk8eeQ4vihFmCUOnX3ZyqVRR4JIWbpIkaHXpwGR27yaLXziSTvhi07csFpFb00sqfJc+M0Om1uSTTx5ken6OdWu3MjY2lm92TmUgD8AtLb7L/l76OpMXsq6z95dRZMni18Ut0oYXZ9i8WBbH0usv/cxSSu5CDy6b3oy7vpCSsKzFYiHDMFDd+TWLhW7APkJXSwRtl6QaUOsbpBN2aLbmiZMAz+vgzbfwPC9treH7hJG7LLjv+YtdVS+ctwvnIHvOruviBTF2scLYmrX4vs/atWt59NFHeeaZZ2g0Z7n55pv54he/yJEjR7jhhhuYmZlhZmam+3WCIi+2y8aRFXb9L235+68XSXNhEsvpBTNi8kyBhx5+ji27Xsb2y3ewcdvVHD8xz/j5M3z1q1/n3e98O7VajRMnTrBr1y4ef+Yp/vYvP03RKvCB97yXT/7NH/PcI4fwFkLM8lFct4nSAW4wi5QGZ8dd1o2sZ2jVMFfvWcO1u8sgTKJkiDX/12/ypx//JH/z6b/kxptfw75rXk6xUCDoRtwzPrm3txfDSDu8hGHUdV3hF37hF/h/73uAudnmYv/zzLplsdOi4zisGlnNwsIChizQU+tHdhXX931Gx4YpFovL0gczDs8wjLxqLhuTZVl0Oh1c16NcLqJ1+n2jExMT3HjjjRcBaX5OvdhELQiCbp55MQ+0BkHI/0fdm0dZctV3np97Y3tr7ktlVmbtG6UqURLaQAhkCyRkLBbLGMZ2G8/Ypttm3ObY7rHdHg8MY4497rGPp+3DzMHtPt6AGYNBYpERYpGQhATaSqrSVouqpMqqrNyXt8WL7c4fEfe+eK+ySgXGfTS/c/Jk1ct4ETci7v3d3/L9fX/79x9keXmZRqPRpZwBFhcXWVlZYWBggIGBtKJWW+55Ra3l1ZS7mRFSMjc3R2nTaMeryO63Wq0ibBcVRLTadUJp4TkOlZEKSSwouR5+o32BIig5Hv2VCoP9A6wsLrG8tkoiKji2De2AILk4KVmvmHu7SFaxF+udr2bszS/klbvnecba11WnnivwCkWsokscR6yvLYOKKJVKDA4OEiSOaXWYNwDyyj0WqXLPW/T5cb6aaDSLnhd6vPlzXE5xTe/3tNLsPaeZM9nwtHLT49aFikp0xpVuAC4ilyxVlsTyPIpeCRVEJFGMHzYYDcaIYp+V1UXCaoNWq0Wr1WJ1dRXfb1Cr1UylteNmJHBZvmejuo3eeRPHMYKY1dVVlFK89NJLTE1NcscddxBFEcdPPMfJkyep1Wrcd999HDhwgEqlYvJSvevD932aQZtnn332smLu1sc+9rHLehn/mvKp//tTH/uF97+TU6ceZteOSY6dqLEwH3P46Re5830/y6njJxkfGOQdP/bjLJw9z9EnnmPT6ADbtkzih6skos6Oie2cOPwUv/Lz76dRW+TeL32V2vo6a/Vl+vs9fvO3/gPVwWHe+7MfxBkc4Y7b38Hxk2e5Yu9ubthbpLj2MqqxRtiOGBrZRDuJeenECsdfOM4V+w/hFioIqZC2IFQhOIJ9u3el1pUQyKwBt7AUU1umuOeerxG0YxNaSDuvCFaW17CkS6FQplSs0opsokRQKJdxSwXC2Gfx/DlG+6tsGugDZTEyMp6117OwpIMQNgILy3KxLJdIWgjbQdgukRJU3FTxy6yVZ6Ak/QPDfPfBRyBURKRl4FGSICwrjY/HCSQKW1ooAqLIx3E7Csdx3K5JlkRtVByl3amSmDgMSKKQsO1TKRWxLEkch6RrXjeMjonjCKVikiQ2lat6Eeteq3qhC5VyqPeXikihKHklkljRavpY0kYmcYqVFiJtNg3Y2FhK4CGQYUgiwRUCB0XF8xjtLzIxMIQtS9z/3AucqvtgCYSMCYkIogglMkikFF0/muxLq8KO8rkw/plffFZ2P4beghhEgpCq86Nj7U6aMJe2heO52K6D5Ti4JRfbc7AtQblo41oeQsU4lkCoGBI37bgkU3RHLBQJCUEUpo2XVYJIIlARSRygkjDDlyvjDfUq11jYSNtFWLb5QdooYaGERAmJJSyE0N2YJBfjXNFeXL6iVRtJvdfOo6wARKKQCiwEJCpFSSUKkjQMJ1EkUUgShQiVYGHhIJGJwlYCG4EdK6QQaTNqSxJbCst1sN0ChVIfSjoIt4BTqiLcAp4nkI6NU/DAkqhQYQkXS6Y/KmziSIlrWUilkEqhEwRCgFIJ0pYgBJYl2bFtG5GIedd73wWOojhUplIoMTI8wpmXTvPwtx/g2IvHuPrQVTz2ve/z5ONPEAUhgd+mv2+AOEpoNX2ioEngt2jU1mk16jSatdmPfexjn9romb9mLPd7v3k32/eMsrh2gtMvxbxyeoaB/nFOvXSGp598mvF3THLgjVfxR1f9KT/10+/ji996gOEtW9iyeTOB32Z+fZFbbnk7f/RH/zv9/VXedetbGRgYMOiKA6/bwZZNQ8wtrVJoznPvXQ8iwoTBfsnoyCDNs7M0W21eOnucrXur3HHr2zg71+DFkzP87T/8Bb/8ax+hZI8iFFQKJcI4MlaH3wpw3QJ6Pkop2bJlC0H7jOFy9n2f66+/ntXVVc6dO4fjuCiVunClUomBgYG0hVxjlemJTWzduhXPs0wz5nyyrFd6La/TL59hbHyc1eW0z2mjHfH3f//3nRg3yQUWfB6fro/T9Lk6TDQyMmKSThuNQcMi4zhmcHCQcrls+N57rdXLsY4joWi0fVbq63huyjuvGzTMzc2xZ+c2Wo0mlu2SBCG1RoNGq5Uhfmyq/f24QQp/s22bUqlE0YYwUJxrzfPIseewCpWue/5BRL+TC5EW3X+3ev98kVzYRkmyjhWe8vY7jku7HSBU3cSHoygi8G3arSJ2wcMquBTLJbNZqDhlqAxiuix5TWVhCnt6LGb9NC7HSrzcZ6fzhwcNugAAIABJREFULgcPHkz75OZpoy/jXDrPkM/T6PxG7zg1qkwIYTYyvZG40s3lYQRjY2MAhqaivtpv+g40m02i0aYJ2zSbTarl1NjRBkmSJAQq7prfSRKZLlhLS0v0O+MsLS0xvnmYgdHrqNrF1JhSadP5F198kSAIePjhh42nqohZXJpHCJFBjZsXhNcuJq+q3IUQ/xX4SWBeKXUg+2wI+H+BbcBp4GeUUivZ334P+CXSufHvlVL3vto1gqjNiydf4pZbb6NUXqFSmOb5I3fx8qk5fvpntvHRP/xDTp44Qbu5xpkzp/nd3/53/Nav/898+m/+gQ9/+NcpuEWSpM3K8jq3v+MOvv/9R/G8AgevfD1//V/+SxrKcEo0GzWGBwd4x43XwNoiW3dt5y037sduz9E3sgm11mD/wGaElEhbcctNBzn9ygniVsynP/v3/OLPf5hqfx9CWriZwhWiw3edzSHKBYcbbriBmTMLlMtlbNtm//79PPbYY5SKfQwPj5nQTLFUNMmpWq1Gpa/C7t27Db6+UukoHy06BJNXxuZZBgFY8OAjT6BUTKHopU0rsgIluBDfvlHCrJfVcWRk3FD6pp91Fkp+w4nj2DTsqFarWWLW77LM8olUuBCJoSWSQBKzVFujr1KgJGxDw5rSOr/Ilqlp/DikXCxgey71RoO1VoeLXgpBMeORUUlCohzswQHu/eevQJbM1hvbRhWYl1pEJrSwgVLuCl1c8L2LntJYtfnnlG6YRRxHoJKIJI6IgrqZQ2EYEnoxQZAW+jhhgbZfM0lcvdkhi+azFI+fdIVFDJonC+eIDBOv328eR2/glFF3aEdPhYs9P/35s89u3HXTKGM6iJx83kb/zpPQ5WPRKSooTTJ31YNkG1in0K7DR2NZqaWvQ562bVMseAyNxobjptlYoVar0ef7rK2tIaO0d0Gz2TThwkL2/PQ546SJwEEpaarJ77//fu58/51gpd68LdMNuK+vj7VGnaeeeorl5eXOe4/a1OvBBRDRyzGOLsdy/xvgL4G/y332u8A3lVJ/LIT43ez/vyOE2E/aDPsKYBL4hhBij1Lqktv64uISbd/lDz/+Gd54/ZW0aqdpt2wG+ydw3RJBoti5ew+f+K2PMDU4yLNPPMZ7rtzP4ZdO89Wv/hO3vfs9DFb6OD83i23b9PcP8e0nnufrjz7D2NgYfX19FIanefLZ+zl7/0PIOODmQ1dQHPYYHhLECzDfiLC8EhKJimOSoMl1h67mzNkan77nu9TWIu6752vc+s7bcYsFKv19CJFObmHIkNLJ6Ydpv1A9CX3f58yZM4yMjNBXHTNJHtctUu3ro1gscvLkSYaGhhgc6U+Z9sI2npd2kulFVOT5LgAsK7XA4jgtnqlWUos5SVL+7+eee25DC+kHkYGBAc6ePWtY78Kwk4zNJ3i1aESPbkWmScg28jwuZjXHIuX/arR9WmFAIALDejgwMMDZ82d44diLTE9MQhWKrofjuaggIIhC/KBNItMpbgubYrEIpQJnF2ZZbbcpxg5tOzHN0vX95GVD5R79CBi3fkBpNQMiJy3wiSNo22kthW5BpwoRYdSiHRZx2x4yU1IAUbmc0hzjGRpcRYxEdSnMPOGVUuqC6lmtKPMbl5vjioHOxqWfYy9+/dUs/HyYzqCNLlIQlT9O5xuSJMGPOjBWbdFr78lsQkknhq7PlX8Wse0iZMLIpsmURE6l+S/btlOO+HbDPIulpSWWl5dprq6bIrylpSX8YIlmI6DVCkwI8tFHH+XWn7gNt1zEdV0atTqtVos9e/bwwV/6H/jkJz9Jo9Ew6wcRpbBPQyp1+TUJr6rclVLfEUJs6/n43cDN2b//Frgf+J3s8/9HKdUGTgkhTgDXAY9c6hrr6+vcc+/9FItFvv1QWlAyNTXF+Pg4q/Ua1XCMs48/zvKxk7z9J97GO3/5gyTrCZ974BE+9e37qRTGuOnNb2Cwb4Bjz59k7969PPi9R/A8l9hXHLz+AA888gju0BQzz5/m3bf8GM+ffIa3Tu+ClWXiVgOkR4IgShIKxQLVTDl/4GfewV3ffBC/FnLk5NNsfnGaKw9eRbVUxWllcDbVRjg2QlmoRCIs2DQxzlrk4IsC60HClbu24joWVlJiYWGBdjtgdGSMoeG0Ea9jK/bsnmbLyHaiqMFafQk5ZlOyBH67iSUV0raIQrqspyRJcDP9Uyil/Rujto8jBUE2yR/65v3EfkqiFFsSFauuJJbiwg5UpqIz+6zVqlMsuoRhG6Wiruv3Kvh8cZPGUWsaVO0RxHGMkBkyJYmJk9hwfehFW1TpFI2EZDV2KCcKkpiiFFgohofGqNVqnHj5DOWs6tOVJYTtQNTCsSBxSyjAKristH2ePvIi58+fh8gmsiS2nRVBZXBTE2++VLLR7S7rd0X3McYL6lEo5tleYi1omuI0bJIVSkkLYQmkTLAIIQZpudjCIglbRCqkJgQBMSVSOgfP81CZ9xL5PpZSODa4yiZq+EjXRbhDiAxe60gJKkrHlqUZnEyP6DkQqBjbsnE923yWyNSDNVTUIgtFaT7znl6wUna35WMjpHycKl5LdnI+SZIQqcg0I1FKgUo3basgDdzVcW2kFWLbTtZMJuWnGRquYmWkW0NDQ4bgT89fHboza8tOqbTzxoieyxoB1263DYPl+vo64Wqd1dVVGo0GA0tLtBpNU70chiGhSmjU6tz9uS9y5513kkRpYdVPvf99/MIv/ff8ycc/RrO2QrO2AnEb4g6c1njdKkNc/Sv2UB1XSs1mF50VQoxln28GHs0dN5N9dkkpFArs3LnTuPPNZpO5uTlWVlb4/d//fQZGB/mP7/t5btn7BvZM72LgwHb81QarX/0626anefHZZ9g8NcyBAwdwCwXOzs5y880385WvfJm3vPVNbN++nW8//DBFPKqVNIZ95cH9DA+WIF6l4bepVIYpl8ucPHmyAzMc6cctlXjvu97B5+/6Hot+nSce/z4Ft8CYrjxVCZZtpclJlTL8NVo+4+NjtBs1xocHcQiYPfMyP/5jb+X8zAKuFXHl1VcwOTnJS6+8yMTIAOVymbIrsYWg0WwxUBlkdGATcRgQhyGW56R8KE6nCYCOqebx4DoGmJczZ84YqlM9QfPurv78Uq6eEMKgaTY6rhctoTcP/f+8RWxinWwMOewVpVJuF6evD6UEkS7DFzaqlOA5LrVajZPHT7BpbIKCk4bJEtJwi3QdVtbXeObIEZajbgtQCEGlUklbFYpOI+XeUMBGYqzSHuV+gTK/TDQKdFu8XUiXHOIm33C8N/+hS971ufT7TgnfCsZLklKCFWTcKyCkMqEMM39y54HUSt8ICggY0i4D97yo6HPqTXSjOReTV/q27aKUoFBwCcOQzZsnqNVqLC8v43ke/YN9FAoF+vtTr7dcKeI4VpbYzEjJRHcyVwiR8a+7WBYI4RHHCa4rCUNFFKmuNaJFSmngyaVSyfRp7evrIxpoMdQYodFo0D80iN9IaRHq9VTpL64ss7q6ylNPPcXOnWkTn3379jE5Oclf/MVf8Morr7C6umryVlJKNnw8lyk/6oTqRvvJhtkmIcSHgA8BhozKcRy2bNmS4nYLBRYXFymXyzzxwmH+4+/8Ln/yix9CtWBtbhUOn+WN4zsYO3CAv/7c57j7q19mYGSITVOTnDp1inq9zlve8ha+8IUv8NKp45x75RUmtnl4lkCqCFe1iQNFmLTxY0k1i3FOTk6mLbEcB4QiaKzw9jdfw1e/eC9WAgtnzzBz6iTfqjd44zXXGZY727aprTWxnNT9d13w8Lli9z5akwN89Ut38Scf/wMKnofjODx8/1fSF0gHSyuEoFoY5R3vuJWb3vImwrU6y/EaVxw8wNm586zU1imWR9KG4Fano5FebPlyZW2FzszMUMmqXKHbLdaTN44vLGTJix5bqZTy4FwMB67d9V48sMF75xLD+Vh/B49t5sYFxUyNRoMl26O/XKKZhHgWeEmaZCoWixQGhwAI2jXcgkciXJqh4tipEyzX1vDDgERAEHZc+UKhgHSEoVvW3gVsnETUyj/fBFpKiQojc+/6c/3c8s9GK/k8/lxLPsSQV+r6u/pa+idPv6yfq84zaMhinoAqjmOazaZpeh5FEY6SpjAsyOaO7lQkpUTSSbRvhC/X44XOpq6vp+/dsbrx9Yr0361WM80r2Z0Yu56zKo7pH+ijVCoxPDyM4zhUqxVzzSRRWFbaUyCOIc5VFUspSVREGHVveroFZf4dANTrTWNZp0RsGQ2y6C7e0veQf7c67q/hys16wxinfSNDRH6bhYUFUyW7tLDIo48+yuzsLHfddVeahM0SuEIIo7eMZ5KTjTbUV4u7/7DKfU4IMZFZ7RPAfPb5DDCdO24KOLfRCZRSnwI+BTA+Pq40yZKm7rz99tsZGRnhox/9KO99509y7aHX89H//Bckq2tce8V+BhrQLNjMJA633XELd3/+n7n7q1/hPe95DxPTU5w4cYKJiU3ccMMNPPLoQwwP9bE4d46+SonBaplhJyZuN1htrVEeGCVupy/l6NGj7Nu3LyXCClvUmzX8tRa/9xu/wv/2qc8ze26OY88doTG5yp/+6Z/yu3/w2yzX21i2xdhoGT+ERjti7swy0xND/NUn/xy/XkPEITZtgtoqynFSGtFSgbLbKbQAWK+d4J4vvcR3vvlZzp6dZWrLfn713/+PJEpxxaErqVQqF7WeNSZXW3pJknDkyJG0i3qt9qrW+aVEY6M1z83FRCsWvdi1kjadpJJO+zmhLg9TXiqVaLfbrNSaJAk4IiGwBRW3gBAW/cUycZxywpf6C4QCHn7iSdrKopmESNvOeNBBZD07NYGWpDs2fClkiFa8+RZqlmWBHZv71ue+2HOBbuXe63b3KnE9Nn0t/XmSpI0lTLLUSpuB66bgOjGYP5/KJSJT6z/BshQpPzBdvDSXKxfLo+T/nrdEvSJYtsvWbRMUCgVc12FwcJBKWeK30ypw1xJEUZzjUBJdITNpaZpwlRadyRx9QRhj25JyuWTWQzoXXfMs879tO+Vll1JcxIvolo3miV5X1cEBlFJUwpDB0RGUHzA6NpZSZYQh8/3nqdfrPPPMM5w5c8bcX71eZ35+nlbGrHo570Anyi+VS/thlfuXgA8Cf5z9vjv3+WeEEH9GmlDdDXz/ck6okxvFYhEhY+77xj+zurrK5OYxNo2MMTK6iU379lOpVDi9ssLsyiz+us9HfvYj3HbbbZydXeTRx77PQ48+yLve/g52HdjDk489zu6du9iz+wp8f5HlWhM/iWksnscaLuJHbaRjocKAailgYWGJydF+CtLGwyVEoCKHkitpilWmx4v468PMLzWImKFv0wS/93t/wC233EIcx9QynVculymVSnzt3nup19cpiJCiG/G2G69n38GdfPGLXyQtJpHc+e5f4fP/9FkOXf06DhzYhyJAYjFY6UfE8Nl//AJ/8r/+T0inwK/86oepKYnjuLzh6uuplPsRwiJJUuVpC0mMIpECBxuVROCHlL0Cq0IShhGWgqAHhZCPL/duAFpR6XdTLBbTsuisck5LVzIqjomTdAMSUpCoOIXDK4mMU+WoIxldYYDeaHTWcT4KFbbtctPNb+fppx5npb5OX8njXNTCTmDPxCRFLBorazRY4ez8LE0VEEgXpCQhQZJahImlaZIDHBxcv0S55NJXTS3/OEkTbCZunkueass+ypBCWnGKuLsSNG9dp6dodCEc3KRD1WtivG5sLGzLsvCkbZS/DsXkkRjKs014QEqJilOIqOd55vquZRuPREpJmLVB1PeRbrYSmXWOaiVNLGFhORbSFkRRaiVrL4FMyUZRRLlcTom6RICKlNkYlFK4lkulUmFwcJChkZT62HEs2u3wgvBdHMckoc/6aq4yNlOc7Xa6IViyAAgMt0/cyuWdQmTSYXa0kXiWR9yOkYnEtV28skWcqC4vtwPribCABInMECyO42BL28APXdclSkQXlNK2Uk8zBVVY2B74GRtD2SvQiELcEYcwcVk/s0Ct1uDU8dOsLa3TWGtyfmaOOG6ZsGoQBKiwtQFqS3sa2XzRxYFRQsO/NP3D5UAhP0uaPB0RQswAHyVV6v8ohPgl4BXgfdlkeVYI8Y/Ac6TmwIdfDSmTfY8kSQxcT7fLq1QqFItFjhw5wuHDh7FtO+2hODzMX/3VX3HjjTeyfft2fN/n5971Aeqzaxz53jPs2ryL3VfsZPfOXZw5dZrX7d3Ho99/gerQGL/xqx/iwX/+J67ZcQXr9TXuve9rjAxPsm/XZtbX6whVMFA7P4lYWV1CigKNxho333gd87Pfoea7rK3Xee6553jTm97EM888w86dO7HcMpAqrPPnz7O0OI8tEgYH+vjpn7yN8aE+njr6Am+98Tamp6c5efIkx469wLXXXsvK6hwPPfRdRscGmd48RX1lncXzc7iezTtuv5Unnz7KJz/5l9xw861cdehqvvaVL7Nv7wGuuupqgp5oWBzHkKSq8vz580Q5q9lxHGLpXtDsuDcU0isjIyPMzMxQKpUM+mWjMui8ZXOx+OwP6j1oq/Xe+77BDde/geePHsUpFPHstOvS9556in07dlHyPPoq47z01HOolNeTjdKXWrk5joPrugauCp2EVYd/pWOhGUSI01G8UkosRZdV3RtyAcdY3wCOKnU9LyEEsRWZ++y10vPWt24PqDcYs5G4fSYvohEi+cR7GmN3usamNwsdkxcKZO4HlWTFQ2kBWsErEEWCtopp1NaoVqvs2DxpehEUChKlYH4+hQ02mjXESjPrT9q5FnRi8xt5SvmckVIKpRkac96N7/umt2ga864ayzsPu03DU7o3Mrn50NPkPAvb2JaLm9WgRGGM6xRQCbTbPvPz84ZauNns4N512Cpsd5qIR1FEJNJ3pJEvtlegOjDIxNQ0c4cPE7Z9kiQNT4VhhMOFIdKLrZUfCRRSKfXfXeRPt1zk+E8An3jVK+cHYduMjo4SBIEB6usJPj4+zqlTp/C8NHxx1113sbi4yMc+9jG2bNlCuZQq1L3XHGDnN7ZxbuEcdz/0dX6+egcjQ8NMjIyxNDfPTde+mc/80+f53ncfYHrTAK3aeQJ/nk2jBUrFmJWVFaIowXPS6/itBvVoDaKQlt8kajeZHpnk0MFJVh47ztJcgNdocPz4cXbv3k29Xmdg06BRfHfffTeELWxb8N473skzjz/M8vwsljdKs9nkhcFjKfZVpJZirZaW9Z88cZon7MO89c3XMzBY5ODA6/jyV+8lihWTm8d59KEHaKyt8qY33sSZ0yd4+eQJ3nnnB7pQJumkhnK5xOnTp5meHDUual5RaBE5rvDekEvqYaQcN+VymcXFRQOH1Dh4rSTgwjiz3lS0os/Hby82QfPfg04s9robrmdscoJnnj5KqTLASJ/H8sIiK61lXl5ZZnRoGH/Jpx5DLEGJBFR6n/q+HLdbwdm2zcDAgEk4O24ai9dJaju3cWqlEWZ0DZrzw7M6YZrezW5DLhS7aP7dwWN31kKhUDCFUfr7eR4gKSUyS0jqpuS23WkeIYQAKVGJQuUsdcftXFeHhpIkxYQrlVZ+2kKSRDEKgVABjuVS9CTbt25levuW3PezGLbSCKkQv53Oo77+IsMjfQAolYY7dbexcrncFcvO5zny4a689E4TmWHDdbMS2wbfj8wctixBHHeDBSzLxbbTZKltiwx1lhrwURTRjmPW1taYm5tjcXERv5VuPp1wYif35Hle9u4Fjl3srDtXdXmzrSiF/+omPLHjsrlcZXLrdg5efQ0zp19iYWGBp59+mvp6k35XopJOX9ogCEB0egsLIcx8vKzQzase8d9AoihibW3NKIlyuUy1Ws3hwV1jfbzhDW/gscce48///M+ZmJjgN3/zNymVSjz1jXvYnsRs2n+Az3/7Xk6+cIzha69luH+AZ48cpb9c4KYb3sTywnlef+1u2munWF89z9TEEG0/oun7CGHhlDqFEWGrQdErsr60hogDwvoye3dP8viLZxiOCzQadZaWlpiYmOCBBx7gXT/zc8Y1PXPmDJaKqBbLBM0aIg5o1dewEw+VxKyuzFMqlWhFDTy3hOcWSWKBUhGDg30UCi6jY/0025L3f+BOzs0t8tyLL1Hwyjz2yEPs27mbUqnC88deYGVlxRQ7QZa8y/69vLzM2HCfUf75eG+vctWWXt6AV0qZd+E4Du1223R+0r1ODfpiA+lFn+h/X47l0Vv4tFKrw8ws177pTZx88Tk8qYiwqPkhy6+cwZcWZ2ZmEF6ROPJRIjH0x71FWrqopFioMj09bRSokLFpPAKQBJ3NTucdtOI1YRO6yb7yC9yyLCzpdV07yQ1Fz+uylypDvQEHVu77uQ3CWOMZTtEkP+3cZp0d42RhmQ7GvHMfeeiqDrGFfpuh/gFGR0cZGRlhYCDtJWAqYTdAwihCM059LqBDf6yUAUhoYrp8aMjzOpuSniIXKq4NPNPccXEsup55HOuwmWU2oShMqNfSAqRWq0UUJaysrJgEpuUWu9aHyFSjnSWEU/q8JPPoQ1xX00l0cjBYiUmS6uesx5okCUlmOEopcbwCwwODRFHE6w+9gbNnz7J05iRzc3MsLS0ZKHGcNHMFY9FF4bUbyWtCuUM6IVutFq7r0mz6tNtthoeHmZ2dZXQ0tXallCwvL5MkCYODg4RhyJ/92Z8xNzfHliNPcdPQdvqdAm51nL9+7DH6SmWuPnQVu3ftorm+ztTkJA/e/wX2jEumqgGN+hK2G4CyaDRCPK+I53ksLS0RtNPGHoHfZm11GctyCGorDI4MsWPnFMmZmFMvHWdtbY21tTUOHjzIpz/9aT7wgQ8gZVoqL4VCoJjaNMbBne+mYAvwSgaxYNs2y36Lz3/ubhr1Jp5bxfVcXn/lIaamRiCpU7aLHH/pFM8//zxzi6vYicfIQD93ff5z3P6OO9g+tYUPfehDfOYznzHPUit3nVBrNBpdSthyrO74YyYXs6Z1c15tsft+2n2oVCqZyXwxS0IrwLyrfbmEVXnKhf7+fhSSQrHMwuIStuOhEot2qFiuNWlHIavPv0iCQDopB0weTtexBjuND4aGhrjtttvo7+/vwDNlN8lX2OpQvRpa2RwAzPM8EwfVCzd/r5ZlYYlOGAYglt2IJSklniyb6yZJgnQ6BTx5y10pBVJiZ8rRsl2DOtH3ZVA9QYgUgjBryiHJcgZRxNDQEMPDw2zbto1qtYrj2MR+CqPVnosQCUG7aeZKnEPYmneXIVXaQYd8Lv2dKe/MWwjDsCvc1EHZXBgKvBB+2K2meouadKeiZrNpyO1qtZqpWE0JvArGe0zDvqHZiD1PgkxDwonQUE0dutLWP5mB46VhmUZgEEqtZrbB2d1rShfumQpo6RCT8eG4Hg4QtVr0DQ7RPzSMtXOL8XKazRQjv7xyzjSvbzQaxtjQ11ltrFzw/LS8JpR7kiSmQrDTUi7CknWiEBaW183CqTVncQoVVOjRbgdcO2yx+MKz3Dm1B9uB2VDwb37xNzjz0H185d6HEUOT7N82hp9EBI2En3z7+/niPXfxnh/bgSwUwGohI4fde16HUkVWli2CRLJn3y6+++A3OHniKMP9ZQYHKkjXZefUDq7Z7zI78xDlcpm1tTUOHz5MrVbjxhvfQm1hjoWFBYL1VSpWFRWEBKHPwuo8/VWXoO6ZCW5ZFrPnznN+9hyR8miEUGwIvv2th1m+ag+79kzz1DNHUiigr0hiaCqBKJYRss29D97Hm9/8Zq67cifHnn+S7bv3kSgQYarWVho1Dl57Na+cOEorahKJEKUSnMjpQrXEIq0GVSohFmDbnrHskkTQ3z9Ef38f58+fN3BLpZSJJW5EhSCFmx2XfaY6U00lCVEC0oq6PAiVNTQwMWIRARIpbNp+wtTwAE8/+Si7dm8nKijqrRqWJ3DKdpqwlQKp464qJbKyRWyetZSSSHlmnAWvwrZtO82Cj+OYdtxdI1CoXKiIrZ79L84lhwHsuNvSBEy1LnSHHYxlZ6UKL1AKEJQtu2vzs5xSV+gtEqlHqzeStt9BARVLJarVKtunt1Aul5mcnKRadam10vBWvV43G31qiKSIC9d1qbfqLKzOm+S5QiFskbobPVXSqfGQKm/tIXR4atLjwigNO9qOSVua7+vv5Z+FZVmEuWpR25bYCprN2HQ+qjXbrK6uGvoBxy50GSbpd4ud/+eiPFKma8Pxsp6q2QGa8EwPx7Y7iDMhwHUtwjD9f7HoUCq5ZuNo+Snfi4Nj7l9KSVl26CEsJHGYIBOFlLogKcSzLRKZvdfqEOXyAKWR1GofCgImW68jSRJarVaq4P05w+EURREvnTl5wVzT8ppQ7tD9kqMo6orBB0lsYu5amsKmr9/GnZnhA5u24AnB//XyCcTeazjYFtx0042cXVrke1+9h33/7lfYND3BU987wvVXH+LWW9/DXXf/V9797utpt9YpS6gnDnHi8n/81aephw41v86hXZvYu2MKtyxotnysMCKOLFZXGkxOTLMeLtFqtWi325w6dYpz5+ZMiCkIAuySh5QO33nkCW5/25t58cRxdu7aSzvDtlqWxfm5dVqBQjgCoSLqoU8oXJ54+ghPHTlKo5HywKfWvmsmseu6pmFFqVTi7/7u7/hfPv4JgyiAdLG88Y1v5JUTR7uetUa+6MV9qUSqjv89//zzzM/PG5KmTrl5ukFoZMjlFCUZZU53ByZxkdLqMAy58uA+5ufn2bZtG+12O0UxSEnTbxmLzA9Cik534+I8jLBQKBDEHarZoaEh7IJnFLtIElxZ3GgI6XiV6rI6ey1MU+6/Ae1tXrnnn5EOTyRSdG90WTvEPLokj3AaGBlg+/btbN68mf7+fjMv8u9Fx22DJGZxVSfuUqWwvLxMrVajv7+foaEhMy59Lq1oU6SNyAqBOveTJN0VzaaKtAcCe7FqXWNcprCHAAAgAElEQVT4587p+xFra+u8PHOO1dVV89ySuOP96U2lUukzxW1BoFvXddMP/zCiv5svBNOiK1r1NdPCMNeEK33fN6FKTXCnPV6AMFRdYZsk6cx/vVHr56hhrqVSSgDXarUYHh7GDwZMr+IoivjOJe7lNaPcdbICUiihdvsty6KZLWYNB3McBxGuMe330T55nvpAmbmxTbz1xpt45KlnePPOYfy64ND7fpLf+U//iYfu+TLX3Xoj23bv5NjJV9i7a5q9r7+Vp184xv7tFVQckLRbzC0uUW/5tCyP0C7zrcde5NTMPLfdeJA+B16/fz8njp+i3Y5xnTJSrphkSUoeFJj4ZBiGFEoVAt/n+WMvoxLJwvnzPPLEC+Z+wzAkUR6V/jHqfp0gCXAtgR+FtFbSptOeXcT3I4RwUAqTkNSQt+eff57dO/fRbDYN9LBSKbO+vo7jOExNTZnKUu0m6kXeG8s16BepTO7AsixmZmZYWpo3xGH6c/09wEzq/OLIH5vHuHdc+m7Yl0ZT9OLES6USc3NzbN28hfn5c3iFNPG7vlrj3PlZpOegdHORsONu63NqOGA6lo5ldcstt+AU04SkpY/txTqrC5eIsrux0tqS76C+NuZC0RLHsZnLuuAsiOKsm1aZkZERRgeHGBkZYWhoiEqllDX8Tot3giBC2Z3KU43x16Jj/6GKIaOdFYCKEgOr7O/vN14YdDam5eVlRkZGTBJPKWV4hHol70no56ET1x1la2NZaTy93Q6p19ap1WrMzMwYCKDruuZ4x3FotiM6cXZBnFEaYLvoaFsSZ8VM0sXyOhZ7HkqYH1ueGiN/v70bQf6d5b0BHQPXOYN8aEjKtFpYo/3CMDSFURrBlD731BsrlUqZjmiZc+RBB/k1o9dXqVRKQ2Yly+iYV0uqvmaUe16GhoY4duxYit3OeD80MkPfUL8dM80onlVl5MoreXqxhj23zi//+I8TP/8oKrYZ8eBt+3fyN0efYMuhHUxP7COKBS+dnmHr1q088K1vsH/7jvSiQZ0+z8WTMW0SIMEpDTAzu8iRZ1/g+it2kcSwurpO24+Zm1swL0rTJmj2Nz3OCIUSAq9Q5czZBUQk8BM/48dId/4oEiTCIkGiiFOEBxKlJAqbJO4pmshV47mua0qbq9Vqao1bafu7vr4+ms2mmYyXsmZ64XsJncVsWVaag8jOo8VYnEmHO6a3zZv+vp6wetw/KBTS8zwGBgaYn5/Htm3OnDlDrb6CHXcsxiSLHJAzEvJi+Gyy2HQQBFxxxRUsZtW+xmoOeqxu5VxwLp3M1M/DUZ3ipHSDzdrDZYpuIwSNLj6anp5Oq7IrZdMnNwxDPMs28z8IIqIw/Z7vZ/QCotuL2EgSE2LIxqu6E9SlUsFUeWolNTm5iThWmYVsEUWdOPJGc6g3Ye66rmnu3Gg0OD+7xOLiolFGjl3OPRthqAXCMM7yOQHQ/czj3ud30c6t3dJbja3vHbhgA3g1a1/nQjaqPtaiNztdJNZp/h5l68c1RWa9FdHaaNNzSIeE8pW/nucRxVAsWAbFc8kxX/Kv/41EWpLKYNlYM43mGtW+lDej5beQwjXJrCROCEOfwnCJ6OSTXHnF1Rw9+CYmqkW8Fw+jTp8giC2q174Rohp37NrFN/74/+SRbzzGxPu2MrV7Ey8ce5FxJ+GGH3sPX7rv87z7bVcy3A6xi2Ost4vY/RUqqoaKPJpJhUdfXsIfmmR4l8NKUub0wiucnl+ikLHE6bBJkoSksP4YIRL89VrKOFivUy6XUVIglCQKYhA2UQLCikgyOF1qNepXklmxhdSiEU76Qj3Xo9Vq0WymDatrtRq19Sa1doti0WFlbZVquYJQAQVX0KyvmImmRcQJAtHplpQpAR07D8kqD7OCqCCJAQspOwkpIeiykno5RXrd25TdLiW16rjq3dPPYMyTdKFLUcjoBQqsraft/ebm5jqJNO09qJRrWZLyVnVcf0laf6kQUlAqV3FwiRLF5OZtJKJI0csteguUHXb+TzdaxsTtMw8nCNLEuMqOtWxJEoa0M8u8OjjA5OQk5XKZ4eFhBgcHKRZt2u2kS8nozU+/IyklfhRSLBWRMk3qxa0IP2ghLGGIAfWGpd9db+K1mLGFGl3YAzGMom4FFSdBD5eJmyFbLKIoodUKGRz0aDbTsEqj0eL8wjz1ep1z587Rbrdx7b6uXEBiCcBBOintBtk1tSrtCscmABax7DEQ1MUgs9ntJfp3N859o0phc689CK/e7/ZKL0Q4zyfUUfTCkJ1BGuu3ECTSysJhbUIVEWWeVaQSo+y1YZTfhKSUtJttMz+SJCFzPE0Y9FLymlDuSZKwuLgIwNatW1leXaC/v5/JyZRuc2W5xuLiooFFFotFNinFwaWE/i0eX3ro+7zprTexu9JPY+409o7NzLgWR06cpaYs9t7+Hh77zKd57JnnuOrQfnZs28p9936d6w7tZ3zzHs4tCdxxlyQRtEVCbT1A4hC0I1RcwG/FPPrw8xw9eha32E8zFGC54Pu4blqNp2OEedFl10DGUOeS9NR05eludWOR3nMUi0Usy2Lz5s0UvIpBdxw/fhxNofGJT3wi5Ye27a6GGppTZiMxrqrWtdkE0hAubc0PDQ3RqtUNNQRAELTMWPOl4T8KMaRJKg2xaASBjjPmLZ78fUAahchLHnvearXwygUKrsOdd96ZeoU6uWWs025WSNvtxo+3220Ta7Usi+HhYSYmJhgaGqJYLFKpFImAMIxNPkOHotIGyaF5vvmQSG+uQoi0LaPmKtHw4LwHpDHyWkwxkhAbWvW9G7D2Bs1mKNyev0OrFbK6usrCwgJLi+vU6/Uu8rJW2M6uZVMqudiyYMYAacMVfa04jg1stBfx8qOUy0Fj6XnR+9w3ggf/SyUfJtRhQ7356SbjenPWogENxaJrLPgkEcTiwrzNxeQ1odwhjTEVi0VmZ2exEdRqNU6fPs36+joryzWmpqbYunWryRRvOnWcib4qp+yEweoY8vxZ2vPHaHqC8UM38A+f+woNVaS6eTf+8CB73nATjz51hLGxIXbt2MyhKw9w7MRJXr9/L1//1td5w1VXsN5+haVWEyElW8Y3o4SbtrdTo8zPL1JrCwpECGEhVUA76TQ31uEZbYlpN6terzMwMECr1UoLGiqpcsy7Xr0JOk3mpPHXeiJUq1VU4vLKK2dZWlpibm6OVqvFX/7nj2KXMsY/lZBEHSskb113KkZF16ajESIbWeE6tq+hp9prCIKWSQDlLWXtvvYmFVVWUel53gVKxoxPdmPm9diXl5fNsb2KXV9Xi2V1MM/aTdbKGNLF9LZbb2P79u2EcQyiQ3aVLq7I5A9c16VSSJupbNq0idHRUfr7C6yvp/z6mqRLXz+OY9rtyBQ55ZWMjp/mrWs9vnyeIY8iSTeLCkNDQxdVMnll36scLhYic91O/sa2JZYF7XbC+fOLnDt3jrW1NZaXl5HC6VJMAgfbKiCFpO1HQIx0XaSQBpGSn2/Zl7qehcadd+VefkDJn19vnhvBeHvzOUDXxnc5hUAX23wutSnlQz76Wnpz188y7ZClPcDA5E10gZS+J6F8LAm2k6K/gti+7Gf3mlDu+oXr6smw5RtlaNs2k5OTtFotnn32WYaHhxkZGWF/ZLM8CFvefTNLLzbZ5y3hxOsM7H0dT89H1NqCvm17aMhBpOdz5bU3cuTI03z/iScZ6POoFIqA5LkXXub1176dr3/9e7z48nFapZAt0x44dfzmIpsnt9FqRtQbDkQSO/GRSYwtLdq2Z5TRwMCAaSmnRSu4xcVFpqenmZ+fR2ZdYnRGXQhh2O/yaAi9UFutFpZlsbi4yMmTJ2nUUtetWq3y4V/7da666iocW+InUcpHH0cGz7xRdWRetNfQO8nzVoFGBkSJolarmcYhUipjxeehhnrMF1hAP8A61huaSi6/MUGvaKtWb7J6Q2msNrnpppvMcSnta4GhoSEmJibYtm2SMIyxbQulwLMw5esA7XankbiWy7U+N3oXvbFgLZ0CnRjHsc0a6TUELmWlXljpmUKOdaHM0tIS7XYbz/PSOYlrzlsslLDtQs4ggCTu9ErV1NOxUqYKOLvKZT2LC9A0PwLZ6H57/6ZzGhdbF72fX27D7x9mfK7VIYDTsflGo5HCdAuF1Mhz9b1kdBi5YqtXk9eEchdAyfWI2+kOlsQS2yoQR6lrsma3mEpK+CVJQJ0r1gQT3ijc9EaOC583759i6Zv3gTvAyNRBnvruY3jT+6gHPpa7SlspBioe23dt5/TzT3HkmRe45rprmN6xm/vvvx+7UsEb8CguOHhKMSCKiEiRuH1Uq4MszL9MEPooWcA3lmWCQzpJdTa8UCgYZWxZFq7yefs738OmzZP81q/9Gz7x+x/h3geexElSC7gWBLieR4Fxzq7XiSNJM+jgyOM4xpIexWKRarVKwRbU5ApvuflmPvjBD5rn1wjbRHGaMJM4ZtfX1kIcCVRiIXBAxSRZuENbs0ncHf+FoCtEE0URSeCb/o1JEmNZThe2WY9XWyFazCRMhLF0W1GGInDKaYFSX4Xp6WmOHn6CSqFq2O4i2Skg2lBUN/2qlBJXSmyZNv0WCjzHpVgomkrLdmSxacsWpqamGBgYQLoOjmOjlLZ2NedKeol2TNq5gtTSC+M09GEX0o09LWjqxvVZVnf8VopO+TiA6IopZ5Zs0q3k4iTjXrEtEhUhrW7+fc91CAKF49i0Wr7ZzDw35TpbW6tTrzdZWFhgYWGBZrOJosN9lCZ++3G9JC2IEhKZUz5Wdh0FSDs1FvK1REpX6aYjukDZGE+F7krohA4qSucu8qGkyxGNVkqSBKRlWITM2LP/XOx8+Q3rUmgZuJC+2fzu2ZOSJOXh6QpRWprmGGIUttUdAlRhyoCklMIWkkqx1OlDHIQEcUIS2qaiWK9FKSSO1R1C20heG8q9x13Voi1Ltx6wbIPrwLVuH1Mn5hh43x0sXX0T0+Eq0cP3UmxaBDtG8Csec2t1xKYxpEqQKmD+lVe4676vEvsNhGXzvcefYmJ6M5OTk+zYtYvDzzzDjuk9tIIWa2tLTGzezJGjT7Nr304zDtu2CXuLVzJFr0Mrukxf30cYx+zcuZNIJZRKJX7hF36B97/np1hdXeX06dM88cQTzDcDFpZa4Bapjo0TxJFJbFYqFbZt28XevXsZHx9ncHCQWiuNP9caHS9BSWGgU3nRpd+91ahdMWrbNok2E1JSHbdeKUWj0UCFHY5pXUqex8lHUWT4azRcVY9B/9YYX735bdq0iTAMmZiYSK2UcoWb3vIWSqUS99xzD1H4Ksr9EqIVRr58XynFxz/+ca6//lqD2w4VhGHHXe6dgxtZeL3e1QXXtnvuPen+nriMNjoasmk4WGxJFOswBNTrITMzM9RqNc6fP28sPi/rF6CUwrY8o0iFsBE9imyj0NLlykY5gt6/98JtteTrIn6UlvEPI72Ipn+JJ6GRMsarukjjdC29cGIdCoSUvltX3WqmSt/3Tf7t/zcxdytjedO4WpRtiJuklHjthHWrybVOH6+bW+Oaah8L/UXO1uscWFlFrs9i94+hvApf/vr9VLfuZKYeUik4rC/N8eB9dyNaDVzHwSlUadbhwe8+zi233MLk9E6OnTzD0toKo5vGacctTs+8QqQ6O7W2zttB986uC0X0y9SQPd3XMmmVGBkZ4dHHvm+KEjZ5Ai9uUN25mRuu3MN6JHnq+TMcPj7L9Tfeil11uxJWjlNMX6QQrDTrKAFuubvQRipMok8/M12EksLn0mdpvIFcGXY6qbuLb5K4GyImM8iG/re21PV1dPeffCFJN9dHas3ohWRZVkq2VguzxiYuvu+zbc9eAgTryytMbN3GzOmjl8TzboRw0BZg+uw6cM00OVXk537uA4RhJycSq+6OUb1KLn9t7an0FvNcqBB6Qih04Ic6Btt7jrxln26ywiQya7XaBU0ckjiF0gkhkMKhWKh0XV4AcZR1UNKdqXIX1fev308+Zt9r1V4M9qe/mye2gu6NNX+c/p6e2xfDnnOJ6+bHdTGru/d377H5YrFLhS03GsPFnomUkiwXn/PYeudFTwhNdD/v/FzT9M362eiWfrou4HLG/ppQ7nZmxS0sLLCysoJKUuiQXgiOJRj2Crxutc0OP6Y1Ilieb3BgymfmoYfY9uZr8IbGWfr2IyyeOsvKW7Yj7bQg4wuf/Vv6HBB2mpSQTgGvYnN+cZGjLxzj6quv5tA11/G9hx9kkH76hgY5/fJxgiSiVqvhugWmp6ep15vUzi5sOP4kSejr68P3fUpZ6XelUmG0z+Pw4cPMzs4ShmFa/des0QpiqgPDPPjggxw4uJ+Kl+KeXzhxgh1X7KDiVhCOhZCSII668bUbGBYi6m4WoSeLRre8euuzVPQ5FJbZtPSG4GRKXStCy9Lwrk6jB7g4W532wvRmMDMzw/pam2uuuYZt27bxhS98gaHNWzh4aIpnn32Whn/5Ft2l3Hq9wQkh2Lt3b/aZvGBjcBy90Lq/n1+f+taCoIOCcl0Xy740U19ekUgJtgVBkCKZlpeXmZ+fN23jdNLNdcpGEeq6Cdf1chamY5Ry+g42WspWz+9Oojff0zbF0l/eHLmYuK7b1eKvV/T19Abf603m5dXi8frvr6bc/qXfeS2Ifm4atKEtel2deyl5TSj3Vstn9lxaFLRlegcMuKyfX2Z1fhmVWBQpMNKX8KaVNsNJCfsjv8mQV2b27rsZ3DIE/RWYPc7Z2VdYGdtEbaWACht85e4vIROwhQCviALCwEcqhes6PPvsUaamNjMyMsLmqQlefvllNm3aRLk0woDjEDUaRAWf4cFB/PU1VGIhhcy5sy6O41EsliiX+yhW+ymVSobfus+LSdZbFDyP2A+YO32GoqhTb7aQXpXpPVfx8OPPEgmXJGjRWp1lZWEYEVs4wkPYgkRznYiky2rIKzKRxdY1PC8Pr7QsCyFj4rCNZUvaQWCYEnXMU2QAlDju9DvVccmxsbGUUyaJupAsvXzucdzdSk6p2ISXtOWsfyzLYn19HWlJGs1l5hfOUCpbXHPF67hixzbu+uyns/CQRCCNgtU4eG15NWMf1/YQMRTcAp7tYbOGiAIq1TJRFOK5FsKykE6R3//YHxKiUEKhLJmW/GchEl2F2bv4Va6gS2Yx1ILtAClzpJAJtpWGTLQ300naSRzXwlLaooUTJ17i8FNHsWRavCOFB0ikK5B2FS8jDIuUQgqJigFhI4RNlEiSKMmea2jGZFuuyZvkNxhLaOWZ4WW1ZSnT3r+o7urkopcindphmnORbo+HKDsVoHoztR2BbQviJCCMUg8xTnI8O7KDDss/33xxjhY9r22lLd8OXbPekPLhCKvH8rW1B7bBpqCvk+/xq+8JMv76nGgjqtcI2GjDuZSH0z2InoSvPpWVedobhOsS1f3uXNc19NSvJq8J5Q6YarwzZ84Qnw5BWmzduhXXKVBcmuGquEBzwKVRGWWbbyNrq4i2T/+uzcRLy7RenuWVc3P07TvEqgp55IFvEwU+lVIJkbRpGz6HxMC7Go0GR44c4eabb2br1q2cO3eOOI4ZGxtLIWH1RZxCgUp/P2GPi6fdfo1PLRaLlPqqlMtlww8eNxeJoojh4WE8z6Ner9MMlpDSNsxvSMGJU6fB7SOJU+hkpVIxXsAFykYps4Nrycfq8pOvWCyaMvNisXgBht5YSJeYKLpJh0y6G3PkeTDScaWf63Ho2aiP20iEEDz77LMcP36cYrFIrbbO448/xtatWzh37hytV+k041guIlGMjg+xa9sObnv7rRzYM8ba2hpPPvkk9913H76fFvOsrS4zvXmcpgKVFT3puDtcyqLrjF3fYwef7pgkbBQmrK6uGohqX18fV7/hStMEAtLy+x07drCyvMb584skscgUmMCyu3MmeRhd+kGnijhJkl4WXCP5cJiKNy4s6xzQzXWvm1/oDWojaGEe6qiUQlrKsILmz2/K+0UHJpqXjXDupVLJwFB7/5a/vr6OHnceQfSjRN/kRVvJG3HO/2sgf34U8ppR7oDpclKKPYJCwvPHjzFeKXNdpca2cyW2/+q/hSsPcPzwOQaOPk65sQ7tGvWnT5MEIYdfmaHsSRaPHyNan6MiE5r1OhZR1w6cKvhU+c3NzTEzM8PIYJVrrrmGhx56iKmpqVRZe2MEMcwvrbK4so4QttkcNNpEo0XK5TJj4+N4nmdIufx2CsErl8uIDBVg2Ta1lRqJaBNFsNZs45aqNBKb1fU6pbU108VdK3qNenEcByHTGoBuDG0HGaNpAoQQBk7q+z7lcpl6vZ4pkE4cNF0Q3e8hv6hmZmao1+t4VofjQlP9di/oTvxWP59ms0m73Tal9trazxNo6XHXajUe+M43gVcvBdfjcy2HcrHIjTdczZbJCcZGPCpFwfTkdq5+/V5+7d9+kDPn6/z2f/gd+koeTzz+OHsOXZ1eV9ipUo4CKhUP30/zAsVCaoVHkUJKgWVJWq2Yer1OtVpleXmZ2dlZarWawfwXvHJXxWAUxfj+Mvd+7QF+4va30vTDrlzFdddfxbmzCzz++GEsqRDYiIwZ0CCYeixLgd0VykhU1IPt7kD9tORDL+12G3WR+DFkISOk8fyEEETZ8bpvbj75qY2adtA07zKfTDQhGtVprae/o+F/SZIYfpskSQyUOE9poL3I3ri+vmb+eG3E6HCiLhbbqOdvvrAMIA7CrnfYG/7MbyC98/NiSv1yLXpT66K6P0uSBGmp7rDsZcJu4TWi3DUcSksDi7aIKXsOW90ih9oRE6NTUIt57J+/Rf/4JCtijcmSYvnJJxlsuawVPRgb4/HDT7PwyItErEAYI+KU0lZPbL3zRxmJUhiGPPHEE7znjtuJooitW7eytrbG8PAwZ8++TL1VZ35pNXvYnc41lUoFpdKinKGhIdNhZmBgwCBUwrrV4ZcIQ+r1Ov0ezM/PE8SS6uAYoRIECJZW14gtzxyvF3J+AqdhjU57NfMbYZAq0Gl0rBeObdu0Wq0f6t2cPXs2ezfpuVutlmltlncPtWGmXeh22zcYcl0HoJTq8jguFG3dvXpxCUDcjhmfGmFkoI/R4TKT432UCyVsYWELC0faTIwO8dPvvYNvfPtBHn/0EfZdfU06ziBCKZFtPh6FgkWrFfHyK2k5vcaAB0HHStXWrF60lmUzNDSC34qJu2h+7ZQOQQruvfcRrrvhIOVy2fy1HbSZ3DzK7aNv56GHHsVvhQjhGOIpuHCDy5O+ARe13Hu/oyW/qZtz9Dzm3kpZfVzK7S4uitPX87BX8QkhUInsCvNpKz9fsPNqklf2+d957DqkxprmXNG5oosh8fJJVf1dnfS+1Bh+EPlRWPRJknSFPy/rxWdyOT1Up4G/AzaRrvBPqf+PuTePkvu67js/77dWVVf1it6wAyQWgRRXcRG1UJLtSHE4pnKchVnkeJKMLNuJszhzLDmTzWc8seLExxnPKLHH8YzjWJbskR1ZIytytNmkzE1cQRAACWIHGr13ddf2W9/88av76lWh0ARt54TvnDroblT96vd777777v3e771X63+rlJoEPg/sB84Df0lrvd79zKeAv0WxW39Ma/3VN/semxWRBA0moirK9TkQlqgkCWN/9Ydp3bqfu9QGTujiPnCE1vNPop9+ieWrm3zzfJMTa2ucXVoibibkNPqUo/xcJMj0AktBELC+vs6rr53m0KFD7Ny7h4tPXQHPZXRinitXrtBqFad65mhyB6oTY+S6qK/uhgFjU5PUJsZJ0dQmxotyvmHAWn2dkVqF48ePs7a0jIOi027y9SeeJy+NMndLRMkfJUvXqJSqBOUar716nF2zO3DyojNPvV5nYmLCzJMDoDVZJhUcHbK8gAhyVVhCCgetczzXBxfGRqdIkoREaVxHkXabV7uuSwY4Axi+ja2Wy+XiYLCw1tXVVdNdpwfDCFYPWqfGo5Hv+Uef+gl+4Rd+gXYa91reDW4YJZZhF/ZIUnLloN2AXCl83Y/fUmpz7K5DjM3NMLZzH2l5krJXwdfg5xlVr8CtF69cYmnxCq+fPEHaTlhZXef85ausbGzhd72661LxnSJZx/Oux5llaF1UCnS9Iu/BHHQULKQMRZZmPP3UC9x7791UKpWiMYQKTZu3973vQd544ywXL17FcwOSOAcc0zRCRtitP27opt0grtDjlAGNe8pJeT1lLHzqPgWt+1knOaDcAvnNsgxHF4070rQLsQ2Ys3meE7hyIKjigSSAo3IcF/Mc9qFlW+62hyKxLPtv9mEqlrut3IWGCz083c5AtXMD7Ge1lX6WZcRZ3Pf/eL3DAcDrkwvddzDKZ9KBGjh2Vixc7w3Ikgl0Nai3i3iYh46VubZzg7LYw8bNWO4p8ONa6+eVUjXgOaXUfwV+EPi61vpnlFKfBD4J/IRS6hjwGHAbsBP4mlLqsN6mUbYInbiRUd7C8zrcMlpibukKh+69H6VhYfESc7tKKN/BHSlTuf82yrPT/It/8L9wbgku5W3qUYIbgXZ6yUDQn+4vP0vFSaUUL774Ir7vs2/fPubn51leXmZudne3gmNR00R7jklWiqIIRxURbOGejlRHGBkZMQKzudkkyRRbm03C0CfNIiarAbVKSNv1WLi8xMxE0aN0s91kcnKSiclaH+Vpc3OTmZmZoZacKJucnDQrEoP8wAOli1dXAo8ePcrx48fN/GYD2Pt2QzySLGr3Kbgsy7rtyvq7Dtl0SCgsoo2NDR555BEeffRR/tyf+3OcPHmyWPfBCowDI3aKg8MxUq/7/q0qn2htk//47/4vkiShWq3yzqO38tf++l/iXffdxWK7RTX0OXn6NYJSmVdOn+KJJ55A45CpomyySod7CW+FXSHvNcZJWkARcvDFcczXvvYN7rnnLg4e3Itkm8o4dOggzWabxWtrON1nvlFKb7lcUGOzvIlDwiAAACAASURBVIDfxsbGbprp0ofZ38SQ8hmm5IO6Xl3InrpZy3a7983MzJBl2dA6TcPGIAb/xxlG2efbe4uDdEW7QNibXfu/13jTb9daL2itn+/+vAWcBHYBjwK/2n3brwIf7f78KPA5rXWktT4HnAHu3+47BFMbGxtjfHyc6clJdpVz7om2eHCkxEKieP3qefYdmKRcU3gjZXwUjIzxN/+3T/P11S2eT5qspBFpFoETmVNbqGICUYjiFXy62WziOEVbvFdeeYVWq8XMzAye59FqtZibm+vxVrubQ/A8pRQ7duwwFSt3796N4xQ1rZMkIYkcyqVRyuUyS8tXyPIWed6g014m7TRJmpr19XVjBfu+z+TkJGfPnu0tUFeRSn1oOzlEAq6+7/dZyRJgFXjn7rvvNl6KcKOBvpKkUpVu0JoS9o9dczsMQ9OAQJqVSK1rSaaxN16tVmO0VqFcDvnCF77A6sqKwWSHwUUSX/B9H9fJ8fMWfrRBGK3z/rsOs3+yRE03uWfPPNX2Fn/+vQ+yO3SZczVXrl7k//nsZ/nJn/40T7/6OvVWxPmrV8kcjyR3TNKO/cxKKXM/8rJlx1aGwxTjYKJUGIaMjIz0lKJWTExMcPr06zz99HOUwl5jC0lKuuvu23j3Q/cTxU0cVxvPR3IpbE46FIeuzRW372/wJUNoqNu9V+5LYA27rrvETGR90zQ13Hs7wC7zZ8M1thUt+0jiEKIEV1dX2dzcvOH92Xti2LNvN+yDbfBagzi+YPECw4nuED0i8Qe7vPcg60dk/0+q4AVt6OW9+ENlcNh4S5i7Umo/cDfwNDCrtV6A4gBQSs1037YLeMr62OXu3wav9XHg41AUxNq9e3dRvnZri9BxeGBinEMXFqmrhCOP/g9kew9A0EQRoZMIpTS//Iv/gRMvXiDLKkROBkkOeUpMjpP36ogPLuigwEtm3+bmJsvLy8zMzLB7927On7vM1NQU4+PjrKys4OS9WiWdTocwrBj6oe/7pvNKrVZjYWEBKGpxh2HIlauXqI2WcbItxqouq82Edxw+hlPSLK5uMDU1ZYTk0KFDdOfVCJ+dMCWbRpoCBIFn8gJqtaIu+M6dO5mcnKRUUrz0nZN89rOfNRvWhhnebKRpytjYGFnUptPpGGUn2KYInR0wtFk0wgpqtWPK5YBarcbXvv51PvKRjzA+UhsqqLJmbrLF3plJfux/+kFOvvws9912GwcOHDBzrjqR4fz+2Xcf48knn+QPTl5m38xOXnztdf7z73yFgz+yl3BklEx5xFmx4TrtiCAo0YxSyRCnWq0OrUc/ILN9dLxBV1+GNGnom98uva9e3+LipUUmJiao1+uMj48XMlLyqFZDPvDB9/HUk8+aujqmKXcqbeB6TJJh67fdmv5xsV9bKdsKW6452CVKhkCtIhtwfenc7YZNghj2HDI3gyywt3LtwSzRwQJkhl/e7Gdu2c8qcSQ36C9q91aCn2/lvu2clu3GTSt3pVQV+ALw97XWm9tcfNh/XOfzaK1/CfglgMnJSX3hwgUajQZ33nknO8ZGqDz3Avt0Ffe2W2lOVEkqLjU/hyhBRR3+9f/97/mdL/xnUhWiqUB7EydNUE5K4qb4eXhD5W5jaaIUky6L47nnnuPRRx81kXOx5KUxd5ZlrK6uAjA1OUO5XDYBxkqlQr1ex3Gcoik1Hp1OTKVSAVLmd05z/oUXOXLoIF/8/eN08teZ3jVGO0rxyjVTSGx+fp5Lly6xa9cuHKdXCtR1XaIoYnx8nP3791OtVpmZHiE1wcxe4E+eb3MzYmJiwrTjs9kJNwM5rK+v4ziO6TiV50XXKTuLVpSebOAoivo2ZhF81mTd5hoPPPAAjUaD+R0zQzsvjY+P80M/9EOMRcuEKubQdMD7/+JHSNfXmSinpGmHLMrIPcXIaHejRR3uv3Mfb1xp8NXf/l3u+cB3MTUxx+d+87cYHRun3kpoxQmnT5/mwMFb6cQxnhdAt4aLlLLdztJyHIcwDE2Z1httXjnspJWiDGEMvfLKK9x+++3Mzc2SZTmlkrAqNEHgcdddd/DcC68CvaBoL4grPPFkaKBw2JoOKrK3OgxEJRmxFstEiqiZ7FvrO+SQs5Ok3soBc6P5FXn5kyReDc6JPTdRFJm8ryzLCoroAAxjz7uBOwcO+xsd/n+SMchK2m7clHJXSvkUiv3Xtda/3f3zolJqvmu1zwNL3b9fBvZYH98NXN32hvOcZDUmnqhw7dxrHJyY5d6WJivlTD7yERbdgCmnies6UB7jy7/1//G5X/sKrjtKSkqcNQnKkOdlnMTDyzK0q/vcbZkY25IYdJvStOiifvbsWXbv3s38/DyXL19mdHSU6elp1taXyBNobjRBO4zeNmqs+DvvvBMn1+RxYdG2NreoTVS5eOUipcChfm2ByuQ85XbGnAu37d3BcxdPsZ5MMz27i82tLUYnp8idEu0kZ3RymsroBI31Onvm5zh27CiuV2QsN9s9umOS9ZKPPL+AG9y8VzjMUw5qssbm1hqeXyQCubqLGXblw1NOt7pRF1fsFqkSCGhpaYmdM7Ps2DFrcHbb9S42bGbaptl4tXgKcQZLVxfZ3Nzk7NmzpGnKD/7Ij/Eff/mXyaIWrtbkboajSvyF7/kQ754Oma3uLhRpqimFY2wGMc3MwfMr1Ft1RmpVlM5xdMrUxCSh6/DXHnmARDVRTopbKfH66Qu0WjFunhO4cPKl40yP7yCo1kBZdcYH5GEwbR4wMFKReARh0E3r11EfW0Sr/vKuylXESWQye/M859lnn2VkZITv+Z4Pkqa9QlyeD2MTJb77u9/Ft775RFGpMXfJSXFckObKbu6SpUUpCd8PSPLhEMUwj1XWtj943BtOt+GJhFN0N6/eIStiiRmQZzhAHKfmwC+YW/1sG53FJFFmvLkM3TfPSaIN9NCjKQ8/hAZx78HEopu1lG1Wj6yvCVg6Do7vFc+KeEhOEQx1eyUtMquJi0k0MvG97q9dptBg/1jzueuqE1x//07eYwS5eODe/HO+6ZGiipn7D8BJrfXPWf/1u4CUJvwbwBetvz+mlAqVUgeAQ8Az236Ho+iowuqe9TWHzrxK0O4w/aGH4fbbmZkbwwsUJPC1rzzBv/qZz+B7VdKkUC6lcoFNJkliStR2Op1taXc2TipYnCiiZ599liRJ2LlzJ3Nzc6ysrDA1NdVHMXRd17JIi7olUFgVnU6HjY0NZmcmcXVGe6tOJfRw8ox2XrAIjh7aS61c1A8RzrTtso6OjvLggw/y7oce4NVXX6bRrNNs1mm0Ot1yqxqtc9I0MdCSQBQyWq0WSikmJ0e4/fbbh5biHTbsuejKgCkTq5QyeLvM8+bmJktLSwZvtzdnEASUSiVefvkVnn/+Rc6cOYvjeIRhmYceeqjPas/zopmwXFcOYTlQxOOamZlhZWXF4PJiTUoQc319nRMnTvDAAw9w9uzZPlx/fX2d0dFR8/sgDXe7MVgEy26UPNhJxx6Cnwve7/tlXDckyxS/93vfQOuiDr3r9nZ74Dt86Lvez+TUGJobww5yDze632GY9ZsNafQ8eP/DvlfiT0IysLOjobBqBUazi83JsPF3GYJl32gMfsdbGRIzerNh6wd7zYfd243u563O+1u5n2EF2QbHzfgL7wE+BnxIKfVi9/W9wM8A36OUeh34nu7vaK1PAL8JvAr8F+BHt2PKACjlUK1UmNaaOxOHXcohObIPvvv9nFu6gAoS0Ck/929+gX/yk/+SSriTLAlAByil6XSaRfZnq2Um2sb57NojdmBFhE1cR3lflmW8+OKLJlu13W6jtaZWq+E4joElBEaRKH+rVXSYl9jByrWrkEVUSz4TY1U6jU2047LZ2CBubzBVLfqdLi4u0ul0+rDcNE2p1WrMz08zMTlKtVpipBqS65QoboPKzUusZ0kWkkWXZCqt4dOf/rRRjoPBLBFCCRbZ7qRtTXU6Hba2tlhdXaVer7O1tcXm5mbRXs0qfaCUYmRkxDQN/uhHP8ryUtH8wXNDdO6QZ0X84DOf+Qy1Ws0IaxzHLC8v9ykOrTWtVoswDFlZWWF1dZXz58+bexVvQd578OBBxsbG+MxnPtMX6EzTlCtXrhh+vjyzbcUKli0KzbbI7WCj4ziGCmrL0rDN3FcKQikUHpVyDd8rEQYVfu/L3yBNcxzVIxckeQvHzXjXve9gZnbKWP02ISDPcxPoHhYY3a7WizyrWN0SELcb0Q/Gd4Q1JsaMQJESC5KKlGLdynwMrpPANYNQkx0LGgbf2Pt32CEqf99O8clz2es7qBdknSWAKvJhB4ftONiN7scutWCTOoYFsAcPjGFxwu2C5cPGzbBlntBaK631HVrru7qv39Nar2qtv0trfaj775r1mZ/WWt+itT6itf7Km32HAnzlsKdSZXKtycjoJKP33ckLb5xkbnqUpNPk6sJlfuM3Pk8QVNhYb5FlijwveMZJ2uNtmwcbWLQbCYYIgl0US9gzzWYTpRSzs7M0Gg2mpqZwXZdarcb09LQJ6OzatctYmJ7n0Wg0cByHdqtR1BQPPMgzsjSmnRTXd5TGc4tNv76+zubmpjlYZOHq9TpR3GFycpJcpygFcdxB6wynoLjjOPRZsHL/hZAXrziGI0eOFN2HhgS05PuGCbyMIAiM8q9WqyZTVWrNj4wUNNCJiYlujKHAXDc2Nnjve99rns0WcAnA/sRP/ERfUKxer5sqiPv376fRaBisUeh5ly5d6tscMvcSE7l27RqNRuO6je66Li+++OJ1z27/vnPnzhsyiOQab8UilueUkaa5eSVJRhiWefLJJ4li2wbSQE4nTrnttnewd+/eQta7ayAKx06u+uMoALk/e90lWC7QkrBk8jw33qFce3Nz0yh7weLteRucZ9uCt2X9rVi4b8ZCGWSvDH52mAcxOAb3xLC43Vv1IOT9f9x1eqvj7ZGhqkFNwp0J1Coum3ccYCntsPfIfYQjATrp8CM/9ElKpf20khhdaRPnbdIsJc41Se6iyA1lzA40DQZMein3yuDGUOBjCgff89E5rCxvcO3aNQ4ePMjs7CxLS0uMjY1Rq9Uol8vs3jNLpxvUqk2Mo3yP1IFOWvS83DE6ztp6Ha0VKldcXktZyDWrdQ/CXZB1qLFKnsVkeUY7aaBVgspiPDJq5YDW5jrpqMv4ZIgTr+O0W4TODL7ycXOvy8BwQHUz4YDACvz0uveA7zt89atf4dd//ddxHI/nnnuOz3/+8wXt0Ct367p3xUH3mnWIBRWGHs1mRqfTJMvibuZpr158HCdmg8dxjCYBpQnDEt/65rd54AMPm1C79JGNO0Xyy8zeg9z9vg/y9NNPEiQRSZxx5tomY2GFHdMpbl4hb+aUdswSr7cZCarM7D/A17/yFY4dO8bk5CSeX6EdZ+hywDMn30CN7CDaWEaVasYDcV2XPO7w0vPPcPjoEZqdBp6VHCQZk5cuXeqTIzsT0nVdch2R5b2gfK67XkuaggLf7Q/WJbFCEVieWdLHMirmQvGNrz/Bww+/B9dTlLwRyOkmJ2mOHt6Dq1IuXLhAnmlwA6I0MVCQHJ52UpkdWC/koJdC77rudcWyUkkek7owXUtWrPnQ8816iyUq1rpcN/D6YxVa9xgeQRDge0XBtUZ9s9tgpKfUVHfOhE5v7jfp/z3vyjuS6KX7E9C2C2SKIjUJRANzoHONo+lrXOI4DqEXmkMPwHGvb0hjY/95noOVNKa1NgXbpJ5/nvbHDDLVT1OVWJD9HjNXf5psmf+Ww/Vdbg08Ztab7Ny9H+/hj1DeUWVs5zhZusknP/mvqDcSOokiShNSIrLU2RaXs10i6AmbuO52kBWGC8KpU6eMQp+enmZtbY2dO3ca1951XWOxXr582Si2S5cucWDXHpaXi0qX6/UW9U7Ot//wcZJ1l5m5GtMzU7SDq7hOQCeKSdMcbbUrm52dJY5jNi43ueeuW7h09Q3yaJF9Rx9F67dGadNakXQ7jTzyyPfhOA7PPvts36azk4+UdvtcT3vIZheXXxSFYK62u118t+Yb3/gGD37wAyYhbNCqchyHT3ziE3znqW9zx7Ej7Jke45WXnqexsIPjJ19l98wU9cYWpaVlNusb5GmHtcVVZmtVDh44bLD+ZqOF8ks4folUueTKha61ZNhRuvAmFhYWmJqdJ+2uv6T+N5tNU5YiyzITXxBZGeRvDxsiW0Y+dT9FTqABOyu78MIcvvWtP+SDH3ofDMlEPHToAOVyyPHjx1HKM96UQGyDmP8wbBh6ylsSd9K0yETV3W7rg58rlUp99yuHiFB/xcKX98kzylzYAVApEFir1frWRe5LYB/osVCkGud/C+v2RkO+S+4p7R7m5uAb8hn72ZUqSi+InARBYLprDT6HCRQPtCjsL+/R7yHcDKX0baHcSTP2r9U5kgdEk5PsuP0YiW7gqpyTJ87z7adeJs9LRLlDO42J8xZuVgRFDPe4W7VQrM1hWJZMum3ZD8PMZJHa7TZnz57lnnvuYX5+nvX1daBY8GvXrjE2O8cdd9xh2utVR2tcXrxEkiSMjo7i6pw4ycEr8Y0nn6eVuuTuCJsrEaeXztPuaBwnwPMcdu/aRxJrVLlIQNq9ezfPP/88J08c546jP8ov/rv/yN/6H/9iwdZwPDwvwHN9ggA6UXFYhWFAnhcFr+I4YWFhgQsXLrC+tmliBaVSiTzP2bFjRx8v3U6U8d2wD5OGomKgnYlpxynsphiGi+90E1e6wilsimazaYLPZvm7ePLf+9EfJq4vE60s8NoL51E6J6xWuLyyxsKli/ijNaKtLaq+x/d9+HuImls0tjqsrdUNdHA1idhoxQSBh4OP27UybWhE6gl97/d9lDwr8PNOp8PY2JhJErFhIFH8Yq1exzkn60udv57N4ZgCcnJt2xUvjA0F5Diuwx9863Huu+dOJicnezJJMUd79+1kfKLK40+8aGQa7AbU1xcHk/0waMAMcrtFkYkCk+c1cSnV21/yeUlekmcWg8E+/O0D0vaYBw2BXkyhN79ZllHyyn3zldNfJ8p13euw8cG5sOcaMNTGYVa+4zhkeX9JA3nmVqtVGESeMmsqnkyfla4UrmV1Z1lmPFfDyKLHzMrz/kqfor8Gx+B9bjfeFsq95LrsrLfxOm1Ktx/m0pmTHLh1Dt3R/MO/989xnApRpIjihE6ckugOXtoTzDAMDQFLBMuUDOguprirEkyxF2JYtB6KSV9YWKDRaFCpVAzffXp6mpWVFer1OgcOHEBrbSCJhYUFfN9nfX2dLCuskDjXbG42ieMMpdZBe8SxRqsarrNJuVRiZnonSZIapsLOnTv57Gc/C1lG1NHsmruNW/Z/gCTIcd0CY4+jjPX1iPMX3mB9fZ2VlRW2trao1Wp9QUPPLcr9+n5InhcW0fvf/35+7dd+rS8jcNgQS11libHaoDjgwjDsUxyiBKMoIk+7PHKluPfee3nPe97DCy+8YIKv9pCN8773PsjvfPbXuHXXTg78he/n2995kUtXF/FUTntrk/FymUO3HubA7AwXzlyk1d7g3LnzzM/PMz4+ju8HnDzxCmGlinYcOklGye0vnZt1FfGFCxeKg8vprffy8rJpuiIKKwiCIrGu+6xwfSErGXEcb1sIa7Cc7WCcCCDLirpBzzzzDHfddRdzc3PFd7p5FyrQTEyM8qEPvZ8nn3x2qGc1OGxCwY3eM2wMJlDZI0mKPsCSqW1n+9rehGQtizHwZgrJ/l6jzLsH4uCzCnaeJr1qqHIIQz90cSNPfnDI+xy3v/mM6xS/m7aEFImP0kGuXC6/Zd697d281SE9c7cbbwvlHqQZt6c7iO+/BT23l7379qCdjM//9m+Ru5qkk5FlEaQRZaUI9ajBpzwH8rhjyntK0E6Ewd5MdtBUFNGwYMagor9w4QLHjh1jdHSUa9eumaQlKV976dKlIvCSw+baOtVqldWtOu0soZ0lxElGniqyGFQXUHSVQ5ZnBJUqW60mUd6hGvpo3yWl6wInKapU5syFC9x57720kojjzx/n2uIiMTmtJGJsYhza3Zovymd8bKpbhVKjVBFHSHSKE7g4fmGhifKyywDbsFWue3CBwC5pkpKmGpCAVE/RCd1NDlWAwK/geT6+V+YDH/gQJ068BKRMTNTM3CZJgT3HcYTj+DTzgHqrwwuvvMwPf+yvkMYuz37nSdLAwSmHzFVKlFxY3dzgwtWLxLlmenKCKc/Hq1QYqZQ4/uoCjlslyXM8lZFRgi47x0WRq5QwSwizDm7eRjkjREmCozU+Dp1OryxyUfYh72OOyJz0yQtSV1yTJTGO34NhCmWTGOvNlj87uFxAVimVShWlFPXmGt95+RTvGZ1gZKSEq1wUCt2tWTUyorn/vqM8950X8dwySdZVxNoKZqqeVTpMQQvP2vE9NNcr8UGrNu9+JldFUbIw6LFqEMs46ylkORzlwLPjOJLpW2RYB8ZrAAsH10XcKNId4/XZcJDQkj3lUA6lSXuKb4qPWS0SRUmr/niIrGWaFnIrHlvOsEJyvTUttkvRpzbPc0PLlhhN4Q31e1NSj8Z4Od1gQq4Lq/1mDr7+e9g+mPvft7JNd3hJhKc2mD12GH/PPtqtKk88fpJf/MXfpNHw+qLSgxurvxzmjTmng3+X6nrS2WS7cfXqVaIoIgxDarUazWaTnTt30mg0uHLlCktLSyRJYvpdvu9976Nerxt6pNAF7fuQl3y/53lUq1VKpRL79u2j2Wx2BWSTr371C9x6aJbJCcXx48eNYFcqFfP8EkuQMgjDuMRxHJser61Wi0ceeYRdu66rDGE6sNuWiAisfb+ySbXWrK6u0m63TV0VKfXbbrfZsWOHmYNhLAOBdZq5z5/5/r/GShzyR6eu0Eg1q80OcaaoVCdoRWUuXmny2hurRGkVx50gTspsNR0WFtvkjLKysjJ03cX6y7LMUFsvXbrUR5+VOZQgoTyrvG7ENR5k5AyyIuzhuq4p/mXDU+122zCBxPX3PI8nnniClZV18kyRZWLZF0pydLTGBz/4PsqVElkeF5iuynqv7rDprfZaDt7vWx1iSA2TE7GiB+Eg+R6ZH6UUrVaL9fV1s0YCp0pxPCj2q13TXCAcG361jbtB6vPgMw5jQEns6EbPerMMmRu9dzsWz+Dn/jTG28JyH8FBtTosfPVZXjmf8vjyIl97/Mt0Eg2OT6u1dV39CFkcUWgmAy7rb6hsTk23P1XbDohJ6rwIxuCIoojLly9z+PBhdu/ezZkzZ8iyjE/86N/h0KFDLC4u4rou6+vrNBoNHn74YT73uc8RdzqUSiUWFxdRSpka6LZgy3eLMvE8j8OHD3Pq1ClWV1epVDXNqMHi1XPs3z3K0tISI9UqXqVgLeg8M23coKckZF601mRd6zvLilRqlRXffffdd/MHf/AHeF7DvH/QepON6ZdKjIyMmAQjrQv6YbPZJAxD01SknzOcGXhD3FbBaMVNtwPaOssoV0f54X/wKf7Jpz5JY/kqpBH7HR/tdIiDhpmzcrmMnzlcWVqjsdViemqC9Y0tFhYWUNP7C/lQucH+BRMVTH19fZ3f//3f569+7G+bzld5nuP5PaZI8fL7MnJFlkS27KYTPYutkDlJzbfl0W5kbisvm/OdZVm3jHABLbz00kvMTs1yxx3vKPjwbuH55VqT55r77rudV09f5MyZM2Ze/cBF5z1laMcc7Oew94tNNLCfU+7NDqjKnrOhD621YYLYMRxbqYnVLfvMNq7EO5KDVuIbGdrcv8ifKO8wDNFp1jd/cmBIfElkW+ZC7s9+NhuTL/7WfyDZMYViqOuukWa9pvG2hybXKKBR3+x9W1YA0y3Nxu/te7Dv+2agnLeF5d72fEYf+37CPbewcmmFE6dPgQteSVFvrxpLa9jJludFSrhgbm81k2s7vqv9+dOnT5sAyvT0NK7rcsstt/RBOwLZJEliLD1RaFtbW6ysrPRZirYLJ4GsKIo4cuQICwsLRaOMdIS849FpZPzzf/xT3HrrrcD11sHgy+6WLoeeCJoENx3HYXZ2tgj+ukVfU1tJDVp3rVaLlZUVkzHqeR6jo6Omgqasg7jLSikmJydNRUulVB9bSQ4SCYiF8Tp+3CRubvCp//kfkYVlIjdkca1BK4ZG3mR0boxdh3ajRhyaSZ3ymI8q51xYeION1gr79++/LpBmz4udWbm0tGQsRNvbsQ94sbAlYCrlncWLkesPs+xlLgdlzL4fOxlG7kuqfdoH7cb6Fn/4h09epxC0zkkzzYGDe3nXfXdTKvvkOjHMjGGy/mZW6I3u1y4WJ3Npy/F2CudG+9C+D7m2eAKi+OUg8X2f8fHxbnylR2GVe7PjHeIVyToNPuub7Z8bvWQkScLVq1fNutnei3jJruvSbDbNfpF5E7kYHI1Go49uud2ahGH4ppm2bwvlXt45z28eP8e1ozu5++Mf4ura60RJh7iTk7Uj0jQiSQprETJkXkQgpPSoWEICTQyWTQWrKXTXopRWaTYFS4Z8Tiy38+fPA7Bv3z48z+NT//gn+fEf/3F+7Zd/hS/+xm/Saa5x9x1HOPnKc6i8zbVr1zh16pS5tyRJjHI3dEJd9NW8cmWR0doUtbHRQpDihGtXF3BCh9wN+Ml//rO8fqnN4pUlWq0IcgffCdGp6suk01qj3QCvNIIbVvBKI4yNVJkcHcPVkMcJQaVMUCnjl0uM75hicXHRUNnSNMVRAQofRwX4XhnXKaytZrNpShMHQRnPC2m1IqIoRSmPMKzgugFRlBKlLVKV00haRGmDGIhxSHIHpUZIkhBKZdpxThQrHFVGuSU6aU7qOFAO+Dv/4B/S1pqVqM1iuwlOyPLSGlcvXGLHSJV3330nc+M1vKzJg+96B0cPz/MDf/5hqnqVpNOgEfcSZUROJEAsCnzxwjl8JyfJOxAWyXSh6xXxjizH1SlJu4GTFzkIaaeJTjrmd4+Msu/gFVHmlwAAIABJREFUq5zA0QSONl6YYZU4KWnWJss7BKEiyzt4vmZ0rIzjZjhuZg4+U24hiou6QJlCZYp2nNCOcr7xrae7DTEkO7LYDB4wPTHBd3/gvewYHydpt0naCaEbEjgBgROQJS3ytI3OOpAXnrBkEdswisiRGAeDNEvb8pQ9Igorp/+F44Pjo9yg+N0tarfgOuA6uIGP43ukOidXRY0XvxTSjiNSnRevLjFCLPKo1SZwPUZHqlTLFarVqlHmtVqNZqdd1MNxHbSjyNBFE+ruv7i9SqtiZMRZ8UryjCTPyNMI8gRX5XiOxncxP3uOxvVg3/7dBgrLdWJkyvZAJCYlXrTneTz88MNGMQ9i+bbRYB+Wg9Tbm4Fv3hawDK5Dac8cx773w3zvX/+LBruVNP8oshIdhnCvoSdwInSDGXAyBJ8z7Imsv16y3QlmcKysrOA4RY3z+++/n33veAevvnKCknL58u9+iW9+85v803/6T3niiSc4e/Ysq6t1c2jI/Yn7L4sadi3Z8+fP02w2+TN/9rsMRmp3qzl27Bh79uxhZGSEaq2GH4Y4gY9WoJKsjxEiGLzAM+1227iypVKJFG0sBMHgG42GKbUg0I54IXJNu/KjsEeq1WrfvAoe6rsVdK5pNBrkQQVHFw670hqVJ1QcjZNk+KFLnEZEaQqqVzwKiszfqakpmhuFt7C2tsa+3buoVqt4nsdrr71G1GlycN+cmauJiQkmKhUaTcWWThnki8u1xdJ74403uPUdR8iVRqseRU7YCLaXM2g5DWNlAGjVK2kBvSYm4skVHZl6TAsA33ONXHqeRxD6Bs6wN3Ucxzz11Is89O53GmVgjzSF+++/h2996wmijkN9c93AHmLoCBwTJf0F4AaHQCGDdMdhw8Bravt6JzZMCj3lJn15xQuSuR9ciyAIcDR9WbDr6+tm/cW7tu9JfhZ4yh7y/YHbX5JY1ntwfm34RlhAUhnWru8uuisMwy59ucceevzxxw1kNGy+xcsd/N5hdNbtxtvCck/QfN/f+wT/+t//ApdWV01gafB0sjm7gw8vUITANzLJNiNBPiusDlPJbuBaNodbTlvf901dk/HxcY4dO8bx48eJ45hTp04Rx7Ep9nXw4EE2Nzf7Cl6JtR5FUZ+rJkFZ2TyHDx/mueeeY2tri7GxMePira2tMTY2Zqz/ra0tLl68CGBghXK5zDvf+U7jhop3kGVFg+dGo8HW1hbLy8umF+ri4iK1Wg2lFMvLy0Cx0UQQ7eCgzIMUR9vc3GRra8scWGKxVioVAq9CxXXx0Lxw/hq//8LrHL9Sxx2dI/cqJCog6WRonaFVjBsmfQeuuOg///M/D2Csy7W1NS5dumTw5fn5eVPyodVq4XkeP/zXP4YTNfCc6wvHiVss8vLCCy8wNzdnLKtSqWSUsEAxNmNCYBmBCm0qre0pihzJe2zrU9bG931qtRrj4+N93qS477KZZQ8IFtvpdPj9r36NMPBI4szg3DLSFN773vcyMVmlXPFotjbI8o6BzmyFLd8pitUujgc9hdNsNs3BPQxqKpVKlMvl64wp+V2e38bAXbdool6v140sCR4vZaPls9IXQGA0O14gzXJkbgWqsWML9qEmFrW85HOy3uL1y+Ep0IutJzzPM5CR3J8U/8uyjEql0otXWbV6xDK34VxbPw07UGydJPf8ZsFZeLtY7srhP/+Xr/Lr/+8XIMlpdJWuXRcc+oMIN8LRbSU+lP6V58YiMJ1yBoZsJsH80jRlcnKSvXv34jgOt956K6dPnzbfce3aNVZXV7n99tv56Z/+adbW1q6rr2FbjH0ultYoNzHt/RzHYXV1lbW1NVzXNRUj2+12YZEkoHyPJM+Zm5sj07nJDu10OkXBM+X1Wf0lT5n5jKKI0W6f15WVFV577TVct6hwubGxQavVMpCCCG6e50hFWZviZh+UQRCYjk1pmkKkcEgp+S5f+fZz6EMPkb1W5/dOP8H9hw9wcM8uxvwYL2kQqgCfuFvtssclRhVK9KGHHuL4C99hzB3BccqEYWCUUhRFjJRK5HkvULirOsau8VFONtZw/RGGDXtTnTp1ivGZHUBR10Y8HKlQOSg7sqlFAdrWHGDq64ti6HQD6zK3srmzLDNeUpr22hfGcYxy7JKzqo80IIfQV77yNe69914mJ3s9du1x77138NJLL1Ovr5IkmjAcIU1TU8fI8fptO/Fa5b5thSkMIlF0gxZkD9bcPntaDgY5TOQwdZyinpMYXIAJwotiq9Vqplpos9k0cEee5yaZSNZLDk8Z4r2YHIV0OKRhlCy9OJNNThg2BiuChmFovv9GwdE3s8AHqZqD40a6yx5vC8u93Y74mX/5b8iSnDRJ0DqlXl+j02niuhCEDsrJyHVsXlke4Xq6m9yR91nsAGnWIc06RdNl1SumJZX8bMzNtlxko2ZZRuaAWwoYGR/lwOFb2XPoMD/4iR9GhyWaWU4l8Ll66TzXFt5gdrrEX3nsYzz07vdz4pXTbG22zXVs70F+F8up2YrI0pTdOya5++ghNq8usXL5KnmWEZQKTNvzQrIM2u0YFfpkQgWLYnzl4JVCEp0XSl/nQEqStNE6QamMROfEeQaei3YdmvVNsijm5PFXKHk+jXiD8phPWHPJ3AiVbOCkddxsk4oXEdCkWgrQSUTaaeGRAxm1WoXR0REqlRDH0aytLbOxsYpSOarkE1ZCvPII7coYzbBKfWKcKxMT/PYbV/mdV67wfzxzlt85tcxSMM+WN0vDLZFrDycos0FGmrTJ85SP/c2/DeVRVNzGyQvX1wlCGii2Us1yI2FpI2a5npE3NkmzFX7or/4FZiMfP4nReUqa52gLohF5iZM2r7zyMmgHrV0Tr8iUx/L6Ju0kJs4zckeRoonznuUv1roMsf4CRxO64FH8PFoJ6TTqVEs+Oung6hSddAgcjZMnOHlCmrXJdUSrXccPevcn1mLc2aLTqpPGTVyVEsc54PFHf/QM6+sNpDSQ42U4XoTjF5VD77zrndx+++3dGkIBjios7zAMCf2Co6+zDg6JUepi9Zb8AJ0W8R+VF5bi8vKyYTnZsKdYra7KCy55nkCekOsE5eSGnikGBvQS5ORZRdGLlbu6usrGxoYpTnbt2jWjFKXUQb1eR3kuUZrQaLdI8oxquULJL+AblWvyJC3iF7kmixOyODFeqDH2shyyHJ1m5EmBvSvPxQ18vDAwlvww1EAOJ9sDkPuTQGoYhn1Yul3gb5CqasvSYHVKO360XfkVeJso9ytXrpigqFgzg8GEYdjXzdCBBt8vrpEkdthsCvlZRpbm+F7ALQdvZbQ2xsc//nEcxzEsi3q9zsWLF0mShH/2z/4ZYRjyjW98o6/H6OCwIRr5rjiOabfb7NmzhxMnThjXdGpqyljC1WrVBD4rlQq1Wo1qtWooiPahJcN2oeV3qeAYhqHh0ju5Zmt9A1eDk/fjvHmeU61WmZ2d5ciRI9RqNdM3VfBRuV6pVCJJkoLjrxNyrXBx2VpaoKpCgryMk1Upl2dZXG2x1XE5s7DF57/1FM8tN2iWPIKREmNZxEEvZyxwKZPhpxHf9dADOHlG0m7h5BlZ1On1qrVenajI8h2rVXHUjeVD1qHdbvPcc8+ZDSlWVxzHTExMXFctdNAlvpEMCnwgEILkJAyDEwUOSJKEWq1mDn/buhNsV4KKtgf1xBNPsLnZIUsB3aXxWXWKRkdHue+++4jiDkHYX7AMrudfy1zW6/U+qnEcx+zYscMEWe2DTfaTeJmDkIMMgdcEV7bZRRIbiqLIMIZct6jfJN2vtra2zN6RnARhmYgCHcZzHxZ7ExkefA7RN47jmL4Qcm+2ETh4TVkj+ZxAmXINseIHmUN2xvzgkPcKTPpWxtsDlgEz0UXGZHEimZMv6K8XIS6QjYWKGym4oX3SypBFsTGvTqdjAlzyeXGPdQqjo5PUahM88shHWVtb4/z584Zve/HiRRYWFrjt8KHCyqjHnD592lDmhlGebIH4qZ/6KX72Z3+OLMs4efIkSZLwzDPPmCQjO2mj3W7z5JNPMjs3VwRw6NY6yVLcLn1MBE8+Jxmgko0qc0xaKJTFxUVGRkZIWh2jUPI8xxmQijzPaTULN3NiYoIjR47w+rmzbGxsGMtEsGix6uqbqyTagaBKpi7jri4R+GP41R24FY/l5kWc2CMOxmiqlMXXr/HMq+d5z0iJW9or5OuXWc1hY2PDxAvSqEGHhJGSi/Yhz4vDpJ0naM9F6ZxGMEboKdK4zf6dO3h5pdfA2e5xKV6bQ9EwZWNjg6m5OdrtNqVSiaWlpa4i3TSJWT1WiGcycmWdZb4FhhGZErhMErrkOnIwCrSUqQJqEXjMhkUAE+CWw15kSA6fp558ljvufCcTEzUqZZ92HJn+sLOzMyRJyvLyKuvr68VBEqcEYSEbhi3TDQRLQDLpRDQaDaanp4sy1p5rYEUbt5b5hCIwOaiEhLQgno4dgxDFlmUZ1WqVra0tXNfl4sWLzM7OopQyB0alUingiKyw+MXgKY1U+uDWwPUMzi2QmBALhKUi82eyYgWuMTqgN+9QZM0KR38Y7VMOfQmS2xRXG9KxCQMyBjn49v3YY7Am05uNt4XlDr0iRMPGsCjx4KlpB0a3c1eGHQ6DQ6z72Zl5Dt16hPGxSe6+696+rLl2u83CwgJ5nvOJT3wCrTWvv/66SbJ4M6/CcRwef/xxGo0G4+Pj3HfffXzmM58xGLYcECIoY2NjnD9/ntnZ2b6DSKx+Uaw299WO1AtOLBaQJFS8+uqrxK02eZwwEpYYG6kavFncZLEapMPUwsICe/fuZWJiwlhaUjJ3dHS0sF58ReYo8iQjX1uhs3oO3aqzvrRCSsaOPRMEJQ838Ekdh8TxaYZ7WIoCIuURjoTsmaxyYGaco3tmuXV+ilv27SZ0obGxSuDovmC1uKntOKMdJShSbj24e9s1kHUQq0+SzVqtFhMTE9fhzFKHR9Y/SRKazSZxHJtGLUEQMDU11dc/VGRtfn7e4LDSWMVeM8F4bcVpKwi5BzvYuLm52VWmDs8/9wJZpklSCIPwuue89113cOzYUZPyLxa6GDqtVsvQH+O4KOu8Z88eU6N/GGvIvr5Y78OYNzJk3uT9YtV2Oh3q9boJypZKJTY3Nw1EU6vVSNPUeC1JkrC6umpYYfIccnAkSWLq+TcaDSOfMmxmnR0gHny+wd/Fw5J1H2ZxD3ruNsFjGIZ+M8HRP854Wyj3PM+M0N6I5jhIYbLxceiHbrbrhi7KYLvkJnFFDx8+QrVa4y//5ce4fPkK586dMwlJly5d4vLlyxw9ehTf99nc3OQ//af/BBTJCG+Gh7XbbZ5++mnuuusufuAHfoBvf/vbNJtNjh07ZjDRWq1mDiKxPKS8LfR6vkrCkrAJZERRZA6Izc1Nc+hsbW2RpimPP/54MbdaUfFDSDJ8eqwPmx0j1l2apqytrbG8vMyuXbsYGxszbIF6vW4spR0zU4yPTRL6JaYqIQvnXmSq6jA9OUKjU6eTbzExUSb0wctzvDxnMxunpcZQ49OM7z/Anh1j3LprhgNzU9x3+xHuuftObr/tHYyP1VhbXR4KyzTbBSuksVVnx+TYtmsgcxjHMV/+8pfZt2+fOdg9zzNUN5EJSdpqNpsAhs6WJAnj4+MGlup0OtRqNWMI2C6+lJkQOEEgNfEK8jw3rr3ItEAWjlNkZIrlmOe5UbpZpnFdny996cusr2+RWonWWovxAzMzMzz44IOGWWYnB0qAUoK+4jEWRfCybZW7jGE0PnvYnoLNMPI8j7GxMfOcU1NTxisS+R8ZGTHJXXL4ygEsAddarWaYO+Pj4yilzL/2fcu8yjPfrHIXT3VsbMx0oRocduwPes10bsRNvxnO+h9n3EwP1ZJS6hml1EtKqRNKqX/R/fukUuq/KqVe7/47YX3mU0qpM0qp00qpD7/ZdxT4YYrnKZTqt6pl89gbbZARE8dFgBWVoklw3LzPfbL5wvISSzYMwwJ7TTKiTKNdn0Qr5vfsY3pmnDvf9U6mdk9xYfUSzaio6rexuMzKxSsEKD79v/40Z89e4dP/5jN0Oh2Wl5eNopUFs70MUZjVapVz587x2GOP8cwzz9BsNnn11Vf5lV/5FbIsM1mj4vKLNRVWyuTKYvR4vnkWcacBk2wkEBL0+NZzOyb5wud/A1dnkMb4gWLP3nlGqiGOmzPiOowGPiOuw3gpZEd1hIqbUVIJTtIkJCbaaNBZ3+LA3G52T83ikqKTmNXFZZauLLFyZZ16q0Fp3Ge8rJjFoepErK1dxHFcWnWfkyfO4bujVEcm6LRSWq01zuDxbL6bPUGFmVrAzokKt+ycYvdUlXv3z/LwO4/y6Affy9G9u9GrawRxStkL8YIyKqgQxy0WWwlbqaKdJGQ6LQpRaYcoux4nzZQLOLz+6gnCLCXa3KCkNPXVJSolrw//TpKEEydOGAhMGE2u67K6ukqz2SSKIur1OvV63Shjgf/E8m7FEZ00wQl8oiwlpZBHcbvtCoc2fmzfi415j4yMkKHJlcPE1BzffvJ5Ll5ew/McPE+ZYGaWaTQZ4xMV3v+BB0C76NzBc8vkqW/2iljBktjTSWJyVXxPpVJh165dbG1tmRiPHbdSnmsSiHD7FWan0yFPUqJWGxeFyjWeckzgs1HfZKxaY2J0DJei0JtOC1qh7AdZO6mw2el0SKOYSlgibnfQaYYXBmhHkeoc5bk0O20zX6JXiviE23sNDivAqroN52X/2AfiIFVb1s3G5A2M1p0TKb5m6UuTL/Jmww6m/mkEVCPgQ1rrO4G7gI8opR4EPgl8XWt9CPh693eUUseAx4DbgI8An1Fq+8yGGwVHbQz5RqVU7UkcdvrZkX37/0X5D6M47dy5k2PHjnHLLbfw4IMPcvHiRZaXl5EU/QsXLlCv1/noRz/KuXPnefnll2k0GrTbbcOGEQtOeNB2pFu+03VdA82Mjo4SRRF79+5lYWHBbByhVIllIlCEHZgpl8tUq1Xj8uZ5brwHe3PJ55555hnOnDljXOhKpWJcXKlpPviS+jGSvKSclCRtkeuIO+86xuG9e/DJmJoco1QOjPu6trZGu91m3GmjNxe5/ZbddBqbVCslJudmOXPuLInOGZ+YwNcK3w9ZqrepE/RZgYWrW2Fyapy5+Wnuuvsd3H/PXSSdJs3NDaJ2gyyNaCuHzTTj9StXOXN1oY/vPGzYFvP58+cNZ3pqasrEPUqlEs1mE8cpyjVISedyuVzw/VtNEp3TiiOcwDe4ervdZmVlpUdJ7UJdtsxqrQ1UJkPwfLieTGBj7n1KM+8V3crznJdeeomFqyvoHEuJKdAOjvIol0Z45JEPMj8/bwKkskcEaoOifrkkfAkEdPnyZSYmJrb1kActYfkOkdlhTVvGxsZM3E0MFsGjJQAq+RwC5eR5zszMjPlZGDiShTwY5LzZYesUG/Z7K8POM9nOMvd933iDf5rjZnqoaq11Q+6j+9LAo8Cvdv/+q8BHuz8/CnxOax1prc8BZ4D7b+Zm7MW3cXZRloJhirUwTLEPWhJ2IoL9OTvAISwEYX5I67YPf/jDrK+vc+3aNdNebGlpySQNPfbYY1y5coUvfelLRvDFqrMplXbJA9v68DyPL33pS8zOzrJjxw6uXLliMEcZg6wJaQFnP7uwBexEDWOhWIIprJYnnnjCuL+AEXpJ3hCcU5Kh5LPiDSilyPKIZqtOo7nB+Qtn+P7v/bMc2LUT0ohSyTdJHhLoaiy8ztXXXqTmZUxPjKKzlNrkOOPTU5y/dIFSbYSShvWNLdY7mvU8MErNPtg9z6EyEjAzN8bhW/bzXQ+/l7GRElsbq2ysLnL16hJXLi6wulJna6M1NIA1KD9iFX/xi18kTVMzH6Jk7SC1WOGioPI8pzJaxSsFZErTjNqmlo5AHbIegtPaCkjojmKVi1Vo1zSXQ1nu24Yf5TMSQLQP/qee+g5nz14lyyBJNFGUE8c5zWbE2tomL7zwmmFfCRwkEKjsM/EGxSux4Q357kEYw6ZTSjxCAsQyRIYFZpHryb0LRRIw15FntOmFY2NjrK2tGdkdPFQEWhq0sIfJgL2+8v1yDZuWKta5yJKgAbZucRzHFAq80ZDP2UlXg1DZsGtLHO5GBq/ZK9v+b3d0Le/ngFuB/1Nr/bRSalZrvdC9yQWl1Ez37buAp6yPX+7+bfCaHwc+XkxWr8re6OioCer8SYZsEBMVT/qToaTwVa8oUYHf7d27l5mZGe6//37W19cNzq2dItC2tLTE1tYWf//v/hhXrlwxbA5bsQ8bNoZqWwCNRsPcTxAEnD9/nunpaYPxCsYqG+vChQvMzMz0Y31O/0ILCwP6kx0kMLe0tHTdhhRaoO/7qDw1lqYEoQReMIdpnhDHEaAJw4AzJ0/ysb/yGD//S79EO0sIw1rfpqk5KYv1VRydEkcx2g1QrsPM/BxRp8HK6iq752c588Y5lOPTSjSZlcgDoPIcrXI6rTa5mxOWakwFE9x1x+1cvrbA+UsX0doDzyNDk7S7SXB5/qZmTJZlXL582eC8nU6HTOem7rpwomVOHcdhZGSETqdDs1PkNCi32PRK99rJSeDafo4014ZJ00tWca+LOdmBVPvglv+z8f9hpRB8L+CV4yc48cqrRdC41N8EAy2BRA9ldVkShSMyK8HNwZIJw2JWtlIFTILd4BDlLh6teKmi2OXACcPQwJC+75uOWXEcs7q62meEiFck/U/trFhHbS8AdtKhHHKi0GXObW9D9qetYwZjEYMJTIOaYfBztu4YZpDI3+19td24qYCq1jrTWt8F7AbuV0rdvs3bh0VTrvOLtda/pLV+l9b6XY6jKJU9jt6yn1t3zjM9OUqtEhC4Gs+qSy0Ta5/Mw6x425oXC8RWrvb1xFIIXY8d4xMcOnSIfbcc5PDtx4hUztVrCzhpjm50uHbuGlvrm7z/g+/nzvvv4urCRf7oySdQyiGOdN/CCwYeBIGpbW7HAKAIbjmO5vTpVxkZKRpO1+v1viCqWCuy6U6dOmUUh7xcDe2tBr5y8JUDaYarwUMV5X272Gfejrjy+lmziURhyByJxeG6IY4TkGWKPHdQyu8L3haKROG6HlmW02q1ubx0kRmafPy738uU1ztYgpKPV/Zol6eZIGZ27TX2lXIq07votJps1OvM7z1AI4XUH8UPXHwPWmlKnBRtCqMopdOMWGltsd5uk+QeWRKQOwm4KbXRErvnd3D04F5u2znD1MQk61HOqeU6iVsh0S46z3GyXu0PWwYEx9zc3KQWlvG73ktQKeM4AWlaWL5au7RaMbnjE+eK1XqDKIMQl0A7eN2fO2lCpiDOM1I0zSglyiDKIM4VWrt0OimuGwIeWvd7KFKSQBhkWZbhexVmpncxMT5Dq5lQ3+rQbKe4fgWc0BzotkEQlKv4pREyXHADFAGOClEEBP4IuB7acWnHEVvtrT6oRwwf8WQMC8pxDKyodZEglCcpKteoXJNGMXG7Q+B65ElK3O7gKYfQ83E0aEcZPFxwZ9mTQlmUw1ApVfDa2x3KQWiwdZH/qakparWauYZYunmS4qLMd4aeb+DHo0ePUqlUqIyEKCcnSTtkeWw8exueEh69eLxST8j3fXOvQi+WA032rW3AiT5SuYYsx1MOLuo6PWZ7A+blpCgnBZWASsh1BCpBOWnx8zbjLfHctdYbSqlvUWDpi0qp+a7VPg8sdd92GdhjfWw3cHW76ypHMTExUQQikx4XXSYsjbd/CHuYwI7lPrquS+72rI3BRILCvSv427t37zbNNi5cuFA0TlCKer3Oyuoingcf/6G/xcLCFdbW1jhx4oRx48WlFc439BpfyM+2AC0sLFAul7l06RIPPfRQt9RAhx07dpjnGRsbMxae67pcvXrVWC4y7ESl7joZIYuiCAIPpSFNc1544YXr5gqvB385joPvFAq/Xq8zOjravXZuWDxBEBClmUkVz1LNtcVltuqb3HP0EKnr8etfe5wkLgJaKR5Re5GRkTJJZwG/PEr9WoegUsBRWZYxPz9PmmR4vg9JTGNrnSuqaFpB3s1fSAUC6Hbh8uqmDEAWRwSuYtHxWW41WVxr4AY1eBMSglhlwsY4ceIEd9//LtY262QU1letVjPYs9Rot+HBTicxnqAN4YgMiGtuY+n290s1Thn1et18Xiy2TqfDuXPnetmlrtOXhGPDNUKRleCoiSt1zzTZV3L/stcEbhJYTpgtIht058OGujzV36lIFJTAea5lRbtuN9jK8OQvscJti75arRqmmKy1HDByDfH2B4t+iXIWqnC9XufVV181nohNQLD3DPTgFrHWhekkZQ5EoYs3I/VwoMdHF0hSaJGyJgIzyfscx2F0dNQkB/aV/VX9pS0EkbgZds2bKnel1DSQdBV7Gfhu4NPA7wJ/A/iZ7r9f7H7kd4HPKqV+DtgJHAKe2e475NTNVOF6ixK0mS025iT/d6MH7Lm612N8AsPYVCjP87jtttvYtWsX7373uwnDkLWN9aKxhYZms9XtsrTO3/2xH6HV3uT0a4VStwtn2X0NBUcVgRkM5so9iUWcZRkzMzPU6w1DgczznLGxMa5du2YEtdFp91kJsrFtZo78XUaUprjKoRwELC4umk0vcEynkxlrJM9zMo1RGr3uSVE/vuqWCAIp2OSivIxqKcRtbfLhd93J9O55fvbf/u80MsXErn10Oilxp8l3vv1NJt4/yZ3HjvL8G5ucOHGCIAio1WrM7NrFG6eeY2cQ0m6s83rSQGddnDHLCONezMJ1XSql1ChbKd18ZiPi6vIm566t0UkdHH84tdY+DGXu2u02v/Vbv8W+Ww+SotHKNXxwUari9YhyLBRhoXxnZmZMH9Ysy6jX692N7ZmgIhSKcm5u7v+n7s2DLT3v+s7Pu519u+fcfe2+txe1ulstqSVLsmUL2+AIhUCwY489MBkYVwhLJhBSA4RBSVd9AAAgAElEQVRiICGBmpolMAlMzbhSNZUEBtsMxgYHjFfJ2izJspZuqdXqve9+9vV9z7vPH+95nvOeq9ZCmJrSPFVd3X3vWd/3eX7L9/f9fX8SkhPTjOLQiojEPS8a+KBrhizS5vN5kpm05HKrqiqvQ5wiLKAV0zRlXUnuCduOxuUpYyE+Ud8RUFA8+40X54GxaJbtTIjMxR3gwesdBAHB6EiKGoMWS/QPzk6N2wDhZESwFHemQtQsrgMPkdEUeLuA0cR5E7UQcU7ieHpcnEz0hsR56+LMiU7ceJAohP1Ek9XKygqe59FqtSYcZzabxTAMCfvG9XriBWeNQL6/qCmIa/J2651E7gvAvx/h7irw+TAMv6woytPA5xVF+TRwE/g4QBiGryiK8nngVcADfi4Mw7dxM8poM4HiRRN0BIwRFe/+5hxQ4SDicIRwKqurqywtLXHy5EkWFxfZb9S5fPlyFM2YFvv7+1SrVcqVKe666wwvvPgcpjmQ6o8iKlHUUHpzMe5NHDzhsERGIQyK70dUr06nQ7vdxra9CRxvamqKGzduSFYM+thJja73hKGKH5D4ZtEUVTaKiCVST9eflH0N1DF0JR2v70w4kUQqcgZ+4OPYPlroEfguU7kMQb/D+mKJz/2Hz1BcOUrL03jkb3+cfC6D4yf4yAd+gG/d6HD06FFplC3L4urmDTaOHcHd3mRvewvX7xJ4o1Tb90moGXk4VFUlrY5F2RzH4cqVK1zvdun1PVLJImgaEdmLie8s7kt8iUPd7/dHRsMjCEPskYGMU+BgTGkV0IE4kNPT09JYi5953hh7Fk03jUaDbDY7Ia8sVjy91/VI310ZpSCFQiGqCXQ6shgqGtlE0V/TNLnn4gqTInIXzxu6Y10XVY2krIVTOQghxus44jUACdvEv4OALADptGRBemTLhRMwYnstjr+LJa6PsAfCkMYhVvEc4QDi8Ki4Fm/GdIm/hvg7PnjlYO0u/rx4Vi2+t4D9BAPr8uXLkosfx9jF/hAB4cFAVTze8y2KxaJ09IIefat6x8H1tsY9DMOXgbtu8fMG8OE3ec5vAb/1tu8+WiqgheCHAT4+YTCGUOI4e9yjw/gQ3LK4EOoQgqok0FR9IuJXVRX0BIqRJF8osLCyxtLGYQ7ddgzTsaNCjR/guy7DftScYw4tfuoXfhGn00Rp1pgxEnzpi/8Jzw3wfY8Qn2A021JU7uNFmjiOJj5LvBoOSN50KmXIwtVg0GU4HKDrCqbZwwneOA4tnhLHK/zi+umBgq6rDAnp2WNBM2msFBU18PEY8bmNsfxo5HGj6e+KCqo64u2GHVx3SOCBhkZZzVAslQkTIbVqnenMKcy2R3oJkpqGQZ2Os0Y/scw3L1TpTuXpWL1ITz6bRLMzhNYAa2iwNKPy0sUsU1igjmh/FCikE4R+9Jlt2yafjCLEer0+GnFo4qlJjEQSP/RAHR/ocYQ6vk5xIyKuV4DO0PLIlUtYngP+GJ6wLItkIkev35QF587IyJqmKR2DMJ6iQGrbvsxA43WiXq83cd8A2XeB66MARkJHS6ZRkxEkYTujxidDx/cdbCuiUaaMdASnKVG0ihFAaOM5DprioSlKdB81jTB0cL2A0I+uj64qaBqEii4NdTwilddL9WR07rgjWeNAlwGFoigkM2nMWDE2Hq3GDVwqH2U31rA7sY+NhEEYRgY24sXbGFoS8PEDN/oOOkCAaZmj4nZyoknID4Y4rjdm3WkGiURK7vs4Z12cg4MZt7A/wrGIn8UjfHG/hOOIF2DFc4vFyUY6YfjDMJS9EAdrgeL1dV0nqSRHNRcdVRnRMl1vQjvozda7okNVRNJvtw5i5W/3mFs9TuDigomwsbHB2toad999N9lsVo7DA3Bth3azRaNWZ+PwOneeXOfShZcJAo9sPsczzzwz8doi+hsMBnIzHPxcYsWLNr1ej3a7jaZFIklxwy2MRTyFbLVaE68d5/EL1ks+n5fPERGIgFkOen7xPMH4EVoe8T9x6p6u6zhKmoEd4rlgGEmWp3N4/Q6+PcQZOuSyaQadDgohnmtTXr6NJimC6VV2HZ1qX2F5eZnBYCAZH/npMrnFKdRDc+h3n2HopQhtg6yWIqFGUXC73ZYaIfe/9738k3/6T1E0jVang/PX4CG/GffY933+4i/+gl6vN8H8iLNHstmsnHeZSqXk5xHXVTxHdHsKSlw8WBFLfP8460NAZPF7JyQS4t2dcS64MEqWZcnhEQL2UxRFNgG+FVZ7cI+KACMuUyzeN24g4/v1oBywCG7E6wlVSDGdLN5LIXB68V3ixjVOKRSRr/j74L1Mp9MT2vIisxPPEZFyvNlQ/InfQyEFEpdLOLh/4ob8za7jwZ+/2bV7qyWyqzAMyeVyE7Nn32y9K4TDDsIV8S98kNkA45QsHsmLTSEvbDg5UCD+dxAEJHSdQ4cOcfz4cU6fPi2jr52dHYmh7+/vs7+/z3A45Od+7ufYu3KeUk4nzJapdQbSABz8zLfSkYjDKGJTiNTetm1arRaqqrK0tDTxPJH2KooSaW0k01y7do1Tp05JAyJSNhEViiaPeKFV0zTJ342nh3H6m+x+NMbZQfwwxPsMDEUloQYUE7Aym+f9p46hDFq4SoZMMsPFV17meq/D/JkTZPJT/LNf/ef80RPnuW4skLrtBBeub3L9+nVZUPU8D1dRCDQPM5tCv+MuEgMHbf8qC3mFjY0NKpWKbEHXdR0/gGbP5Pt+4GHOX/w9SqUSnjuWk43/fZBudtDQiu8bBAEXLlzg+x95GKfvk9AiNcd0Oo1lWfJQCS0ZUfSzbZtcLidhNnG9o//n6ff7E8qQcdodjIc/SPzbjlQZp6am5Ocba7/f2omJ+9Pv9yPjFo4HY4s6QNyAHowagwMQX9yxiD0saKICg3btMXNL0zR8b3xNk8kkgevJ637QsQkoUyyhOHoQOhM9A/HvGd+74vXFvXVdTxppOZDe92VWJDIIcV7iejhjxtg4exG1jngz5cFReHEhtFtBf8LGic8qHhO/nwez8fj/xee8VYDwZutdYdy1kYpb3PDd+nFjb5hOpyX0IRp44mn2QfnbuGMIw5CZmRnW19c5duwYhw8fZjASAhNpdr1eZ3drG9M0+ZEf+jvMVko8+8rXmMunmFs6xC/9xs9Lqli8+HTwfcU6+L0SiQTlclmyGdrtNocOHWJpaWni8IZhKKPwZDJJoKrs7Oxw4sQJuUEFHi+69uJV+Dj8IAx4nFH0zu/RZK0iG5pMpzUePH2cjaU58oZO0O8SGjqqkqBZ3Wd6aZbF2Wn2m13ObBzmPz76LEHSRsejZGhc399nMBiwvLyMYRj0h0OKGQMCFTU1h3v2bs4m7+S41yanRg5I6LD4vo8TKBiGzvse+iCf/b+/QLvdJvUmSd34wL3193RdVxa/whGFVKh0CuMWug79fl8KuBlGNNyj3W4zNzdHq9WSWHh0TzwKhQKKoryBGSP2pWVZUphM0zSW5xbIZDKyQSeIFTxvaUDCsf67oAc6I0cXZ7eIaxFvghGvpWiTAyAE51/8fji0ZfAg9o6uT04yixtk0zRJGQn5neLfV37/2L+FUJh4PT9mkMU5EY8TRV8AV0HOn40+0zhYkd8XTd4zOaxkdD5ErUJ8/ngEL66bcBKiUCz6F4TDF48VGZ647jDm0Mf7HeLn752wX+KRu3iNt1vvEuOukM+nqdcHqOq4w0t4QscZFx8Fj1dcfJEWEerj6EAKJb3RW6qqSj6f57bjpzh0+Ch33PMe3DBkq75Pq9cGVcHs9mnsVwkdm6yR5lMf/2GuXHuG9cUKrury27/7ezTa0O+bdLsDPG9MV4pHwPFDfJACJzZiJpOhVqtJIy1G3ombL1JXYeSH3T43X7+I/uEP4ig+qBphqMquWcMwouESQYChamTzOVK6we7uLl/4wheiiH70GWSkw7jVPVRVFM1AJYrOjUAhoRn4uoMRhmQ1n3I+w/HCIifWVlko5Eh7Kv3hAM9I0COB6wzYad3g9o05nF6PwEigaH0eWC/TPX+J3ddyDIpLvOfeB9i6uUlrr8nS/AJhLmRne5dUIslsuUKquMSeVWe9nKKi+7TMPoFgJuQy+N0enmvSaZt88r/4KH/4h3+IbzsT3+2N9ZiDUY/YW9GQb98LUI2Qne0bzC4v4tpROp/NZglCG0UNMfTExAD2KCOyKZWmsSx3AlZIp9Nksxm63aZkoqhqQk4SSqfTI3jOJZOJYJYzZ86QTaZ44YUXKE3lov2RSMvmKVFkFZzr6P360kj0Byb5fH7CkMbZUSIokldk9Dh3GNUAEokEKmCP5CykTK4X4AcBbjAWLFP0MXTleR6hwkQB1QtFwxRoukbgj6mnEVtm7I2TiZw856qqoo0khj3flRkugKamMPQkhp6JsooR79sPokBLdcZZmvieqZROEAZoekBGF1O0onMyMNsTBtmyLDQ1NVEYFjZJXI/4NZQ1NdVD1xR0PdK8UcJxLUJAMOI1DhaENU1D1cYSJb7vyOfKswkEgTZB836r9a7A3AHJORXp6a2WMPhxOtTBCFSkSgdTV1EUEzKmKysrbGxsSEfRqNfxHZfQD+h0OjSbTWzb5pFHHkFRfFqNKtl8jnbX4mtfewzPizQw4pQvYZTj6dqbLdFh12w2Ja6Zy+UmogUYU87iEbqIGkRkJSI+gSOKzeL7Pu12m1qtRiqV4ty5c296XcXri3/Hf+b7PmkvYC6T43BlhhOLK6wsL5PJZelZAzarezQ7HRLpNKphoBoGiwsr1PfrDHsD0qjkdJ0HTp+gGDpsLM4wN12hVqtC4OM4NqoCRqCwtrKK57p0+j3qzQb1wZCep7BTrcnIKaJvRhlKoVAglUpxxx13RLDMKJP6z12iR+HKlSv0ej0KhQIzMzPyvorahICHBMZdKpWkfoqQexAHUNRIRCDi+z7ZbHaCriqiOk2L5oo++uijuK4rdWpElmDbNt1uV2ZkBwdnCIZIvGYQHxZxq7Mi/sTrBSLSjGvhxPFxAUvJomUMAr3VCLj4uQiCQMrwvtV+FNdL3JNMJkMulyOTychIt1QqTVxDwcIRUiLij+/7cmxifH8crPeJupdoPIw/zvcjzXnpyEbBZ1zIS9QV4jYsfj00TaNSqUyccaHXJD6baBS8ZSNUjBTydgb+XWHcw1A0EhVlKhYvNgijLiAYccAFv1lwheMTYMRFElGAaC46ceIEZ86c4dixY6ytrWGaJteuXUMPFQLHo9fpYHZ6BI7LPfc/wI987Ad5+unHOHl8jSee/i6//dv/O3piGjccc81hUsMl7mDeysiL6F5Voxbvw4cPv+ExiUSCM2fOUCgUJoxLr9eTjm5xcZFisSgPqDD4QkgMos0h0l7x+Q46xltFBAJquu/4CU4sLHF8bp6KZhB60bCPnWYdsknKyysEqTQt2+Hb332epblD3HvmPuxWl6ISUvJ8kvUdPnbvCTpXzpMMHFrNOnOz06QNne8+9wzNmzukiORe+4MBQwXaSpoXNut0XHeiG/HgPdY0jV/7tV+TB/mdbP5b78Xo4Dz33HNMT0/T6/VoNptAVPyMH2YZKff71Ot1aQBWVlbQNI3BYDDRyCPutzAMgq4oDLW4d6+88orc79VqlUKhIGsdouNZwBQC2xf3OC7RLM6EYRjMzMxI4x03aOKzmKZJs9mUxkPs2263K6UAxB4RzkbIbggjL4yd2PuioCyeI7IGcR7F7wSrSDxPXCcROIlgLu7QxPcUmu1BEMhGpji1UNgOYfjFZ4mzeEQAJRyZkK4W7yvgF6FxFS+iiiEiQvxNwEpib4pIXNZSRp3QcW154XjF/RR7VzjsuMMVZ/QgDH2r9a6AZcQSh0lgkwcLlbdaIpohfHPlSIi85/z8vOxCvffee0ll0rx25VJEHfN8XGtIt9GiWauD6/PT/+gfsrW9x/LiDIHb51tPPMFedchgqOIr7t9Y/wbGB75SqdxSmyaOq+fzeVpmVKRbWlqi3mlRKpUYDAaUy2W5+UWbuHCU7tCeSAlFnCLZE8q4KKQoCmoYTShCUdFGw7bRA9LJJEIhwx86KAaUZisk8hlMVLZ39tje3qZer/Pyixe4J1VgsVDkO1/9K6anSmh2j5lQI+94DLptDq8sY6gKc7PT2IM+V89fIJNMMbe+SjKTxg5s0ok8KStPYF2mWq2STqfHxczwjfomcd7xf84KgoDQ96UKpGEYlMtlKR4Xv8b1el3CfL1eTxrU3d1dGa2JYETAL4ZhkM/n5UHWtLEAmchGp6amsINIm19i955LJpMBxtzveJFSfOeDUakwWAILjjsbEQwIDF8wtYRjCcNQXu8giCSORbYkRjTGi7T5fB4nJvAn2GC3YukILF1RFPm+qqrKwnUQjCemxZ25pmnSNsjsSNEmHJ/oKYnTOoUzEQ5DGEZhhIVBFVG3cAjCEAtF1iAIZBYl6nPdbjeK6A/IAQgnLDqa4/dFOKGDe1c4ZhHEHXxMvLj9dutdYdwVFPRQI5s1mJ7K0G6NWAn5DO12W3r0eEQWr5T7vo9y4MsGo00sLk6lUOHs2feweuQoZ87ejRW47G/VqW/vge1g2S6Neoft3T1M1+I3/tWvY3dq7G8+x913HuMv/+wxtvaT9IcegWsytKwRLuYTBCFB4L+hcPVWzkZED+IwLS4uAm+cIhUN+s6SSuvoBrhBn0w2x6ULr7GxfgzLshkGDrVaLRoiMFXi0pUrVCoVNE2j2WxSyGT58pe/PHFwYdzu3TVdsopOAhVbgwAvwtyJujIzik69N8C0bAq6RlrTKatJVFWnb/s4uk079Dl37lWshsXhxUO0fI9zl16nZ/WYm5ki6DcxsEiZQ+5XM7T7W7T1Hkndp+7n6eYWyVYcXvrqo7z/7/wg68fXcXyNgWbSI0k/czdp6xK62aekQiYVsG0YJCyFipGnNjDphj5ud0AmnQZ/1PKe0aVTiyJL0enojg7RWOteVVVcAowwJHBcevt1tEKR3eo+2XxEP9vb26OUjyQZBJQoIlZBCLAsF9BJJDIy0hJdx5GBcOh2I3w7YtaEJJPpiSJdJpWSVL2I3WHjONF3EkwVYbA1TcPqtScKzo7jYAeKhGw8z5ONTiIaFcZefO5kUkPTFEzTGl2jKHAql8sMBgMKhQKAbJNPJpOgRE4pn88ztHsEyrjepSo6gQO5XA53GH23ILRlwVLXdbREQQ6g0TQNNdBJpTVsOxryLl5LtPhHTmMor7umaRi6MSHxG3fuwrkEvobleHjeOIrXNE0ynEQWNXaYPiEOjjvAGgKhMZEt5PJJFhanZdTt+/ZEwdOyLFLJSZXKeAQfz5KFw00mRpCPGxAEKgoJwnBynm44qo+53iTV+lbrXWHcBUTg+yFzc3PYw/0JL93vm294jkh/REHpIDksjg8WCgVOnjzJ6uoqp0+fplgs0mi0uXn9BqHnYZkmu9UqnU4bx3F43/vex/z8PM8/8Q3uueckjWaLJ556kf39uuS9ivRMOJy/7hKHUkQDxWLxTYdqA5KnLCKtpaUldnZ20DQD0xuSzESRoapHEb6INHO5HOl0mnPnzo15uaPXFMWjpKZhhApaEKKFEAagKYACduDRs0yU+oByNoeSSuBpGhZDMnqGmUSGnjXg6WdeIJfMUizkqDWq9Lt79HpdnOGA/f00RzcOYfUHZFM69x0q0M16JNSrNOu73Gz7ODsexfV7mLdzPPMnn6fwsR8jv7qImlawDIPndrY5UcyxXJmhN+yjKA4hQ5KEZBXIJKGQ0jl8eBXTNKVBGiqBHAMonK3gikeOWKS2SuzfURR16dIlDp88RSaTITVqVpmfm8O1nQkNdhEhiyxSMGyEQxGYKjBqTBvISFM4FYEJC7htGIx1/y3LIpVJS/hC6MwLoy3eH6IB0iKqU9UxoyTOMhL7TsAmImMwTU9Gv1E2EcqRgcIIiiWywzhEUy6XGQwtCRN5nodOUl77IAhwPVeea5FRALLBy3Vd9KQqmWiih0Dox8cLvMLoCZppHOJ5syXpqDHHJs6ByFREncL3fWZmZiLDHETOW8xJCMME1WpVvh6MGwPDMIygrNHlOkiLFuudctxvtd5JdvquMe7RRnWYna3Q6zoSw4wOgC0PjaZpkqcap+eF3pinHKdr5fN5Tp8+zZEjRzhy5IjUf97ZiTRWWq0Wg06XnZ0dHMcmm0vzqU99is3NTY4dPwSqyu9/5j+w03BkM0+clhQvnsbpljCet/hWm02kf/FBy+KaAFjDgdQXKRaLVHciZszFixdZmF8mny+QCFL4o4HZooFJMBZM08Qb2nJUWnyJa3l0aZHpTJ6tS1dpOSZDPxp9qGeTUYu6qqB7OrrtoKGgZ1ScZAIv8Nm6cJG9/R1Kis7KcoVma0BlcYaZqQKNWpV6p8XS6jyqnqQ4M489qJPr3eDItAGeiz2T5u65DI+cLPHK5nXCxmt0jCm++kd/wtxdx7j7Ix+g2uqhpFMMnQTf2W6yMjfD6voh8vYO16/tMLuwwpF8gDbY5v/4zO9jGAY/+7M/S2W6SG56luvXrzM1NcXOzg7z8/Pcf//9bGxsEIYh/+Z//b3ISCg6ruOD4khVxSeeeILTd99L4PqgR4PFHc/GG/HHxZ5stVpUKhUZAWazWXnfRdOJZUXRsBj8IWCLVqsljbyI6MR+EYZPGPm5uTl0XadarUqoR2DuoetJrF/sSw9NDoIQM0TF3hRiaMI5RAbOlFF4hMNbE0XENxvOIdRPm80mWmLMIbdtm8SIlpvJZKjX62h6KK9dFJjp8v1FzcCy+vL/iqIwNzfH7u6uxOvFfFfBPReOR0AvcY0eEYmnUwkpdREEAam0Jh1FXOIgCAJuv/12rly5Imsmuq7jjQI6KTWiRNOT4v0k4n6LICrwx0Go7AZnXNsS10DQOg/WQyLIKXyD8xBiZW+33hXGXVLHjMg4iinn4sIK7etbebpxhX5Mx4p31BWLRdmFury8LEediYKsMPD9fp8wDPj4Jz6GoihcvnyZRz50lguvn2ev3qPeCSaKk+/E64qbdytOudh4wrH1elEr/q1eNx6hRFDO+LW73S4OHpl8LjLmloU9SrsFBvzsM89O8G/FCoKohd4f9OibFscOr1IbdKn1Bri+R39oERoqvq5ipDNohoHj+3QHNnbfpNNsoAQOc5UKq5U8U6UivqewV91lc/Ma1qBP9swpbM/Fcx0cI4GnZUH3CYd9GkMVT9PQDBXVt9hIqBhnb2PvfI+tfJmty5exApfFYxssbhziqaefo6AmuFq9xpKtUUr76H6J9P6AjJFg2rWZmiqTy+UoTeUig5AryKj4yJEjrK8f5eLFi3znO9/h6NGj/ORPfpqpqSnOnj0LwM/87D9AURQeeugh2u02uVSadruNr2qoikJKNxh4zkRhK07NFewVEZ2n02mJEQsjIgSsfN8nn8/LexunEMb3t2maJDJpaeDEe/q+LydnJVRN6vQLY2m7nqTICiOWTqfxPI9Go4GqqpTLZRIjQTlIyEg+aswayybEI2aY5OePDbUinZrodFb8qLlJcMvFY0Q9begMJRngIDYvYMtqtSrFyUzTlC3/AkoROLkwtJLa6Y6Hfxt6dIbEXAJNC2V2JbRbBFz08ssvT3wnx3FIpyIoTiiyKoon748428JGSVolk9H1QXVI8VmHw2Gk9RMz2OI1W+0GuVxONjwK+YK3606Fd4lxh+jCpEZebm5uDtu2qdVqo/bt8E0HeEh8Txt392WzWVJGknK5zH333UepVOLEiRN4nsd+o0ar28F1o/S4Xq9Tr9cxTZM77jjNww8/xJNPPsv999+PNWzymc98BsdN0OwMJ6bOvxPjrmka09PTUnfk4O/EAde0SEhqZmZmgiEk/haboVQq0artMRx67OzssH74KABzc3NYji0Lds4ouhgMBuTzeZ588sk3bB5AMgzS+Syq42P3+gSOTTaZwkinULptOo4FuoofhFi2C2GAafdJpVLcvnGclBIyWyqRMWwcRSGTSZG2U4Shz9rcYbqDPrbj4A0t/FQKR8/S6vQx91rkMknUVI7A6qAToJoG2C611g6zd9xNzp5hb3uPhTvOUr+6j5FMccepu3n9tde5tl1j5tgRcmmNZzdfp+h5fPzuJez2AM83CPHo9dsMNzc5c+YMzz//PMVikVdffZV2u83y8jLXrl1j8+YeiqLwB3/whywsLDAzM8PRo0c5ceIEjUaDF7/3AsePH+falavk8/koDTfGND1VVcnlcpimKQ+pKHgLaurW1pYsiPf7fYndiuY1UWRVFEXqzcSXwPNFW3273ZZU0GvXrpFOp6kUS2M+eqynI67nItrWRcetYIaMi7vR8xVFodFoUCiUJfXSsqwJiVxhXAzDoFarUS6XKZfLrK0f5qWXXorqP8UiVs+R2H6UEYVygLjrumRyOer1uiQEuK4bQYKMGxEFy0vQIoVjE9dUBGrC6AsHIYbDC/hH/D4IomEzopgtMhJRsBYOVtAhfd/H9wJ5XjRNw4k1M2WzWWmsBTQEkDxggCVPf8SKEth/KpViOBxOGGzxWNFZHGcQxWWE32q9K4y7Zui4eKSDALPVZGVujtn1LFfVKleqAfl0Bj8XRdziULjBmIIIoOGBCovzs2SzWUpTC6ytrbGytMbp06dx9WjDDnp9gqGD2WrS2N9ne2uLIAw4evwo/+QX/1t2t7Ywwh7F5JBf/Zf/Bk8p02g26bSbBO6QIHBHf8ab6M0MvaIoklYlojJtNMjC84egRIdjbW1NRkAHZU+DANrtqFh28uQJbl48j47PlasXef8Hvy/CVX1PppCqqpLOpGX65vs++9s7Ueo/gv08VSHpRxOBhqrG1vRdrM6U2Nm8yHwpoOSYKJqKM9TxQwNV00iFKoauk9AMtFSBXFpFTWpoOgywUQ2dnulQHwzYbrTQAhdraHJy/TC6G4AR4vkmhqJQLuSpVqv0O6ao5dgAACAASURBVAOcoI2eypAvlGl1dlF1jTtLOi9eeQF95RSDTJrr25usnj5DZX2Jbz32JPfddz9bT3+XdcOjmAxpnb/Isfe+H7PeRtGS+CQxMlN4SopKoUCr1cI0TRYWFtjarFEqVWi3+qNGIoeNjQ12d3cpFgt86EMf5OzZs9RqNeZmlyikoqChks/y0ksvsL+/j5ots7CwIA/c7PwcyWyGyvwsQ88lrSfpdnpkkjq655BNRlCMo1lkkynCQGPYH8pDm0gkJzS8fd9HCVW0kSCWHdiogYpn+Qxsk4yRxVIcHMcnkcig60ma3cEEQ0RkK4lEQsrKGoYh2WhxKWO537zx3AFthO3HnYHIAnq9noR1csUCuWIB23Npdtr0Xr2Enoi4+Y7rohgKiWQC0zEJvZCEkkLV0/TNUYSvQ7I4zW6zT6lUYWFtiWr1OqdP3sa5732P40eOsbezQ6fTkRTIbr8nZ9wqmopvm3zn6afHWbuRYWpqinQ6zdraGn3TJBwNnIGx7IE4L2IYicgmBFQq6JCGYeATTawKA5V0qojd7ctehXjG5nmepC0Ph0M0PUGIqLdo0rAL4yzozMAEU0fXdfb395meiYTHBHwnmsf+f4O566qCho/nK1ge9K0hp44ssLxcZvDNl7nW9GTh4iCuLZYxGgKwvLxMMplkdmWdpeVlTt19J6WpKVqtSJ/dcRwGgwHdbpf9/X15Qf/xz/9DUFy+/fg3+dTHf5Qv/umf0Gp1ceyAdrtOMqUysCcjdtGdeBByGRvmQOKyktJ4YFCVqkZ6MoJWJxxGvCklLimQy+Uwa01qtaipp9c3ZVFI8MADNYoARQs4MJHu+iooXghqGivMctdP/BqvP/8Um9f3sRSTBT2CirSkBVYP3xzSTfgYmo6XSJJQNJzQwPYHZFMaacNjrzkERaPXG1ApFnDsPkcPHyKlhKysLlIpF2RKPj09TaVS4emnn6JnueRKZVrtPrY9IJlUmDLg8pNfZf3QnZTLZeqdNithSKvTZmVtlWq9xt33nOV7zz7Oww/ez0/+/Z/gmF1nZq/KbjY6QJ/4xCd48cUXUVWDWq2JpiU4efIOLrz6RTlpXtd1Qk3l13/zX0ijd/HiRTKFPEuZiJJXyGTJ5/OcUFX+y5/4rxkMhpx79RKXL1/m0qVLdDod+v0+K2urnD9/nlCBqWKJmekS+UySQiaSaY4bWgVD6tEI2QjPCSSrpt1uo6USVCoV6vU6oa5ijUbPeb6PafZlb0S8gUYUVuMURcGXFgVMgUvHU3sBpQSjwCOVTNFsNjm6coRarcbK8iEuXbrE9PQ01WqVZDKDoafQNZ+B2ZPj+3zfwxxadDodVlZWOHHsKOlUjsFgQCaTYXt7m04zghlnZmao1+tc3K6zubnJ6uoqXXuI6Xe4/+Qd/Onn/pjP/G+/j6HA0OsyOzvLQw89RL/fZ35+npuXrvLYY49FPR29pqxz6LqOpiYlNi4Kufc+8H42NjYolUpRfctzZGYjsmgRdZumSS6Xm6Srug6B70CoU6vukM9HGVE6nabVaskCtShGC7JHfMyigGn8EdVWSCYIWyacbRhGYoKrq6sMzCiwy2azmKYpRwsKcbi3tKtv+dv/j5amKSQ0GHohSqhTb3cJwwJnbj9Mrzeg+sSOTHnHA6iV0XNHHiwMWFtbY2ZmhkqlwuzhqIBaKE+xX6/TrjcYDAZYlkWr1WL75s0Rzh7y6U9/mlQm5PEnvs4nP/lxvvPkEzz++ON4boSF9wc9BmZnAo4RRZKDHaUHVxxe8X0fYzS4QTxH0zQWFxclm2HiO42eV6s1KRQKlMslqamjB1H0lUaVUYA45KYT8WUXFhZ47bXXJhwFgK8ASkB3CCweZqtr8tLFK6wev5ML559jzw7x3R66H6C6KTRcFNUlADRfI1ACfDeJC9HwEHw01SBlBCjoGEC5UmBn9yYffOB+SlM5WaQTkdDc3BwXL5YZ7NaiDlvFwLL7BFqOhqNx14d+iOfOvcLpD7yfer1Gq9NGKySozM/SbLQwMimm5w6xtd/nXz/6H/lbs0k+slIgl4zqEMePH+d3fud3mJ4+xNzcHP1+n36/zwfe/yGKxSILCwsEQUDN7LJZ3SWXy9Hv91haX6PeazM7O4uNj5pIYbk+vV6b/tChVCqxublJMpnkx3/8x5mbm+Nf/4//E9cvX+HY7Sd49eJrbG1tUa/tcubUCT753/wEWhKef/68bBLStZQszgvHLTHWViviOycz1FvNiJDnewQKDIZj/reGInnbw+FQQiYi8hSccaGnEsd5RWFRNCdJPRc1FzHPgoBCaZF2a4BCglq1TTpVoNnoUchXABj0bVQ1ie2EhL4qIcBMuchd976HIAhoNJv4TXtigLWS1HngfSe4ebNHUYGr3/gaH/3Y36Va3ePY8Q00TePv/ejDJDVI6i6GBujRLN8nn3ySfD7PtUuXIxxdUbGdSczc930pHhen/T7++OM89dRTnDp1ioceeggjEU28ElCMyHSnp6dlliP2q6qqEDiooUoYBhSzaVx/KCGfOOtJ1BUEQ0ZALwAJY6ysKWxIvAFT1EOEkxcOSsBHwqGLQO9WDJz4elcYd8KQUj7PbquPH0SC/s1WnX4vx/raPJnvtSXDQHZ8HeA+JjSVUqlELpdjYWGBIyduo1Kp0O33aLSaeCOsqt1uU61WpZzpkSNHuO+++3j23KMUS1kuXb7IZz/7WQLfZ2iF9HsDhkMT33cJg8mW7f83ltgQYjLLQalggcuWy2WCIGBxcZGd3apMA1OqLlUlS6XSBNba6/Wo1WpvvNxKGM2WTOW4+5GPorg98pUCtXaT1NwSvV0FFAfD75HRdTzXwvWbEc6pKGhGEtsN8TybjA6B76JrSqSr4g5IawGWHXJ8Y4NKZQoYa3mLuojrujz44IP8X5//At1el0Qyi+vatAYq15s6O5UknepmNH5sazOKaFQFPZHASCXpmya33X4PTz3+TX7sQx+hdeVZauk0pVEnsj8yZK1Wm2eeeZa1tTUSiQQLCwuyYK4oCg17wOLiIo2R3EQmk6FcLtMewWkJUhEnXDPodPssr6wxOzvL5cuXuXr1Krlcjn/xG7/Cv/yt/5nLr19C13Vae3v0uk3+7e/+L/h+gIbKHXecoteLpI3NgcPly5fZ29uTlDs/HHdmTk9Ps9dsSy56SEiogOtGsIhPSOhF0hK6rkfNQ86kpo5YjuNMyA2LgqQgLACSEeORk4YnuhY5aVRyuQLr6+sSNuj1opmrr1++jqIoLC2s02g0WFldJQTyhQJz8zM0mh4bRw9RrbZpNBps7l7nu//umaimZVn8/M/+GIfXZwmCw9zc3OTsPWc4dfwkTr+LkXBIqArJZFnWIizLwvDH2XuxWGSoODJqjzcCxo2fH0TQ5blz53jllVc4fts6Dz74oAx8RGE23v0uondVVfFtF5RobrDrOuhJXcpgwNhQC9KDiKpFrQFAVcbsPnGNBVwriu5xtpTneQQjbR7hiEX3uagnvNV6Vxj3MFTI5KYw2g6KBy4KjarL7pbF3NwMC0sa7Y5H3zQIjDQoLmrgT0S4uVyK5fVD5KfLHDl7B+WZGQa9Pq16A3dg0e23Mbs9mvt7WK02jU6X0lSen/uFn+Hcxe/S2N3H0JP8n3/2FdAydLodtrd3o+lIwwDHVlBHOPvBZiAJESmTHkc7cO1TqRT5fJZ+wyQkQTBi9ezt1ZidnSUMx81ZYhMoHiieihbCvXefYevKRdA13DDAdG0sJ6LfFStlHNdF0zXUEQIjWAoH2Tqao+CGAX4lz+zZMzzXcnFKc9i1DvOlJXpOj9B10YMsnjkAxyZp2aSDHgxNOoFO2t3HDwLaI4ZBiEvCUNlYW2Z5YZZKUWd5cYl0No9vpDCF4FEmjZ7RcVQXBY2Pf+JH+dY3H4vofV7AllNk4eyHePb8HmsbJ/nGV77B4pnbSKZChqEBKBQKhYiNYe8xt77K8/Ue964fYyfbY9ocYlAnkc4zs3iIbr2O4w155qWXcNwQ2/QpTRU4cuQwiupTyBexBx6t6oBkIktr0GVxdoWtra1IQTDsS9bE1vYWRirJ0vIsttPn/PkX2TiyiqMV+Jlf+BlmZ7P88i//JpmVQ2j6Gvm0hu+HaHiYdo+Z8hSeC+lElqmzd+ErYGR0Xr98iRR5tvf22drZx3SSnLr3fezuNOi0TfK5Mi3TJJF2yaougdlBxyDUQgJcXH+IEo5lpAVf3PF8VF1h6ETNQLqvkUlnsfGZWVrmzMmTdNp9bm7XufDaZVATdIYea2uznD17OxkjZDCwqNdaTFfmuVSLgopCoUC1Wo26chMZHnzgbnTVYrp0AtsNub5zmavXtuh2dVbXTxLaEKhZMgWd47fPUyze4E8+/8f88A9+mNXZLP/u3/4ef/7nf87Vq1c5NLOAb1kEAahaCiOblTIHwiF5jBUyTXfwRlhUHfcUxJeugGNFnaHnX+hx6dXXuOuuu/jgBz/IYISDi0KtUI8U0bIz9FGUAMNQ8H2P0B/DOaL7WETaqVQkOrazsyP5+9HvDlCmNVACj0TSwHFsUukUw6GFaUXaRaqmoBIxr/r9voT2KpUKzWbzLZsk4a9h3JVozN53ge0wDH9IUZQy8DngEHAd+EQYhq3RY/8Z8Gkiyb1/HIbhX73Va/u+TzqdjlLjoYuv6fSHLrvVBtlSiSOH17l2pcZwqKApEKoBamI86SSTybC2usrM9AJ33ncvU5UyjXabVr3BoNPDtx0GnS71ao1qrYY3wrZ+9Vd/Fdd1uXTpElcuvs7e3h6qYmDbPu1Wn3a7jWmasnIdCv7q3yByjzNWosnqGW7evMnc3NwtX1NRFDnhR1TqBS3t+vXrTE3PyaIQIDeaoL7d6jW1MMBTkiyt30a3N8DpuSzNzdNs1Bn6JuniHEPTwrNNEtkkYcLGTbnkFIui30G1+zh6ehRJgJo2UFXI59IcP3KY9cMrFLI6uqrJolNU4DNIJHUMQ8G2LfQwwoMffvhhvvSlL3HJ03hdy2EaKVIrC1Rf2SRbKdHeb1Oa6RLOJmRUpOs6tmtzeG2Vyy99l209x7BlcXhuiumhQ0L1mdIN7GSSxcVF/P0GR4/dTqvew0hoFIs56o098vk81Wo9MoZ2j0IpKWsyYvByEARUKhEcceXKFW4/ti6Fwj73uc/xsR/9EdbW1ti8tsdD73uAQrbMwOzyhS98iSef+jbJpMb6+hHuv+9BstkC89NlMukMjh+ghrC2tMG1rT6bdZv01DIra+vst25y7wNneOzR57ly8xIKJZKagq2HzFZW8QMT2xlAqKCECkO3HUWxwyGKpqKpCYwgREuOdcc9He5730O0eiFGIsfA8WgPfO66+3Zy2TLPvV7n5JmjVMpJun6HtfkUS/MF1pZn6PcGFNc28H0wzSGzS5FWjWNpNNoDFuayWC5c3+wwu3CUgW3RGjR46bWbchB8tVpl2LjJ2uoSD3/kg7zwwtP8d//ov8KyLMnkSafTMkoPgkAKoAmoQ9d1xCBWUcCMQ6UAHuHE/w+uMAzxvShAe+GFF2i1WvzgD/+QhLJEfUzQTsV7i2apQqGAPVKgFD0Mok9FRPoCtxfPFZ3B4v1h3FgmmrxEHUQ04AmKtHicYAL1+31mZmbetO9ArL9O5P7zwAWgMPr/rwDfCMPwf1AU5VdG//9lRVFuBz4JnCQakP11RVGOhW8xR1V026XTaVo9E8vQ6dsupuNjOj7lYonFmTmGgxZe4KNoBrYWSHrg4cOHmZtZ4Mxdd1GZnqfWqLNb3cOzHYJRo0hrv0arFY1H61sm//w3f4upqSm+8Y2/Ymd3k+p+A0KN/mBIrxtJ+YomjzdsjAPNQGLz+cE4zQ2CgKlyRVbSRbomuxnR0BIJ5ufnuXbtmmzMEAdR0MCWl5cA6Pf7XL9+XeKzhUKB7e1tKrMLUZEu1n0ounvDMGRlZUV+brHZDTVkqKSZO3yCeqtNaBlsXr/JYqlEt+/iBxU0zcEMmgSGj5r0abgqlm+hkaWsVUn4HqlUVsJJtUaDpYUZluamyacTpFIJDE2XPQui6SvCRUciUb7H3t4ehp7kzJkzfPnL3yHx3gc5103RMftUjh1hZnmRzWaVRCaPM+okFMMwFF/DtUwWl1fZ7rRIrZ7ifH+bQlohkwE3tEfZUp5gt0atVuP+ex/kG9/8GuDLNH44HEbTs5yQlbWjUaF6ZFTE9RTFx263Kw/5e9/7Xp544gmeeeIxvvVVU3ZJvrD/Iv1+l+2d62xuXSORSPGdp7/HZ//oTyHU8Q0d14OjJ07zyCN/j97AxkvkMVJzdH2NJ1+6xgP3HOPV16rc+8BZrG8/RX3HIjSSWKHCVqvP1EKJVK7A0kwFu9fh+o2rmI6G62uEWgSdTM/NYpoms9PTBEHAnXcd5fc/80VqTYtTZ95Ddf8KH3roA7x2oYbZ7vD6K69w/uLrrK/P89B7jrPbcfDcIWGokk7l2boRiYhZlsvsbJ6//Mpj6EaZI4cWURTY3rpEdnqF157ZxrRhv1Zjba6C3WvjW32uv36B/Rsvc/bM3+fPv/hH/OWX/4TUSMZBZL9iMlJcIyhupFVVJaGOYY34EkZeyAzHnxeP4lU1YiIJWOXKlSt85Stf4fu///tlYCQMqWj8igKxrMS/9VRC6r+I4qiwCyKCj8sNiLMp7EOc7y8ciKC8NhoNGdSJsxPXKspms3Q6nTfYoTfY1bf87WgpirIM/G2iuai/OPrxjwDfN/r3vwceBX559PPPhmFoA9cURbkMvAd4+s1eXxR8oovXxvNDPDVk6LpYrgeKymy5Qqvu07ctLKdHNpujXC5z++23c+TIETYOHydfKrJTrbG7v4ft2wSuR6fZolat4vT6KEHI0LH56Cc+zpEjR/j249+i3++zv7+P40QRgOv4tFodmo22xBvFEgWbg0sYbT8Y/19VVdbW1qhWq7KIFWUaeQIL/EBBT6dZXV3l4sWLsrIeBOPuOlElF9Vx0ZqeSCToWxbNZlNGGYIBIQp0YopPvPFE3s8wwFUNlHQB23FQXJXpSoXG9nX0jApaBj2Rp5BIM2g3MZSAMGNghipVs0GhNMOJVItsNksulxsZbZvpSpl8LsN0qURuKo9rO5IrHKWwLq7n43ohqgqBF8kq1GubzM7O0m37dPwsx+96gO9tf4Xi8UM0hxYrp09QNftMT+UmxJW0RJLQ90hnsih6mhtdlYzncXtGY1oP8RMKhh/JT8zPz7OzW+MrX/kKmWyKRqPB7FxZsp0cx8EyI9y23W7LQeJi4s7m5qYcZH7p0iU2Njbo9/uUSiW2bt6QDWHXr1/n0vUtbMcik40yGnvokkqlMfQUnU6fjbu/n/UjJ3AcnRevddH0DI7fRNGTZHJF3NDgqafPkS+kuHz1GguLc9x+vESj2cH2A0I0Vo8dZtDoMvRc2h2T9fUHpJiXqqpMT1e41t5nc+8Gm90GJ06c4JuP7nJju0NppozNkPLCYf7TVx/DsPvcuPAKH/mRv4sZ6pw6eRSvv88WeV566RynT93J9XM32N/ewbZtlpaW+Pa3z+N5KrmSQiJTxAlctncbHF1cY6fWQkvkWTy0zKGsgTMX0RK//sXP84u/9DP86R9/lm987S9IaiGpZEoSDITzF82FYgmjLTtsRwftVkFWfE0wxGKGV1VVEoYi92UYhly+fJnt7W0+9alPjTu7PQ/TNKMAhjHjzfd9AteV3eqZTEZOv4Kxemi8i1bYBUDO1xVdy4Jm6jgOxWJRCuMJHZtarUYul4uGCsUoz28ne/JOI/ffBX4JyMd+NheG4S5AGIa7iqLMjn6+BHwn9rit0c8mlqIoPwX8FEAmnabd71IqlchnFRpdmyCdo2eGGJaNn82QzyVJZF1UQCFNKq2zsLrMzNoay7edIJFOU+s26XbbeI5NOBzgmBZ2u0VombTsSJ3t+O0nePhvfZgLr71Ip9Og0Wjg2GHE1FFULM+hPWjjKjZq4KGrOgFjqd24YJmosIsbrjoGoepiJAPUhM+U6tILHLpDF5Q0vpJjfrpCo7pHtWOSNsoECZ2MkSSjJbi2vy8LMIZhUKlUyGQNgnCIpgckk5pMvSOKXw3TNJnKFzAUNTKcvjMagafhDW1828EJ/Al8Lu04+MEQXdfwzQAtCAhRwcjC0EVL+Ri6ihVqBMUiPc+lpKTQCehrOpcMjSNLkNFqFA2bIFTJphRSWkBG0cmqafKeClqKpA9h4BIYEd0umUgQ+AGBG9CxOlzb2uXmjW1mlza4/70P8Fwyy19843GOHL+Njjug2WmyvLqM1QnQDQXXC/B8G80HxR8Jx6khmWwiahbaOMIT1fNMzU5RckwCVcPQdGby03RqFs1eA2vYi65HOIfjKfQGQ7wwINR8DMVHC118e4A31FDVsdSyZUXY9c2bmxTVBI89+nVszSPpOCiGzo5t0eq0SbgKw4FLdxg1gJWnMnT7FvvtLh/95D+gNH2K/mDAHWfv4sXz59ATAUbxMIqTZKd6nWRygF4okAwVKtPLzEzPktJMFhfnee7FVzly20kuvXRJNhgVi0XaOzVCfFqtOtlCiudff4lBc0BlfprjdxznqWcfp123uOPsnei6zquvvEpg2rznjtt4/vmbtLRpnnh9h5VZA7wSmYSGbu7zAw+eZajDVDfBTOHQKAs1adV2mZ6e4QceOkUqDabloGdV2h2LhOZw47WXqSeyvG70cQYWeze3eO/73k+z1ueV555nLmXgKkX8UJGGXCo0BqIhw5dQjGDb+L6PABplg9EB+rDUTgrHmbY+MoSBHxD6AQEWqCqhpxB6GiEuvm3y3NNP8OEPf1gy84TjievQpNNpjHRqYkqVqHMIzF1VVcxOTxbpA4A0Y7qmppFPRR2yzsCSPSlWt4/dN6XEQKFQIDUfwZCeFREnhDzG35gKqSjKDwHVMAyfVxTl+97u8cCtgK43lHXDMPwM8BmAUjEfWpZFpVKhUqnQG9Qj/eRkmkbXpFCYlt15duARqh5B4FEqlTh16hTpTIZmo8He3p6khg26HZq1Oq16A892cH1YWFjgp3/6p9nf3+fSpUvcvHmTvb09iYV5XlRRF6mhWFJwK6b/AUjhJUGZCkff3HNc1pcWpLY4RDc/m82STGQBFV1L4bmwvb2NokQDjPf29mTzie/7TE1N0W51URSNdCqD4wTk83mmpqYY2J68+QqKLKQJ/F1woOPDjMVnCVUDLZFAUTXsoYdpDUgnE2RLBexeBz8ISagJEikDEj5pVSEVuASeTTKXQ0tonBsO0adTVJQ2M4HLTn4KXUvINFM0v4h0VVXHYmnKqEHm5vUbPP3kU9x11z2Y/QEPf/DDfPu5PRaOLGFrAYXAwCgVaLdqKHooU1dxP5TR9hVpbyaT4YbZwzAKXLja5j1LZQgdQEXTFdIZA90a6/34vo8SaBNTjeLyss1mk4w3Hh4hFBr73Q5/9qU/xVACmnYX3XEZ2EPagx5Dx0ZxkmBo2G7Iwuwc6ZkVVs8s8+n3fYRnv3eB2uVXWTl8iK9//atkSwX65gCv1iZ0fBKJADXwsXWXZHme06eXGPQGqKHBt598hvd+4IO8cO519AA67QHHjp1gc3OTphlBc4vLG7RbdQZegiBj4OgF6qbB9X0bJUhwda8XtdkbJVJF2GpaXNvvkpldR03kOXPf/bTsNt1GG7trcygLT794g82rr6OlVNbX17lw4QZzi0fxdZ2hCb4L33r0ezzwwIN8/aXXqO60sVyN++88w7Pfex4tTPHa9YvMLy/x9a9/PaoFWRZ2GOAFk+PogAk4RkAhgIyU3wxLlw2N76DBRxhuYSDDEVX0pZdeolAocO8DD0oRsUhuIGKqFAoFms0micCTe7zX61EsFtE0TWZ6oiM2k8nIaDubSkjpiMFgAK4vI/z9/X0pYyHomCIDn56ejrrr9/eZnp+VzWRvdh3EeieR+/uAH1YU5REgBRQURfkDYF9RlIVR1L4AVEeP3wJWYs9fBnbe6g3CEJmKFQoFkokmgefRMYfUBx7aSBI0nU5jujY+0SDeVqs1QfkbDAaSM9psNmVBFD9gdmGZX//1/54rV1/n/PkX2d7elsbUdV0cJ5A4l1B9FOl6nMInjJOoE4ibH9EEo99lEynmS1EBLjJsGul0RKlz7IB+z8bzdBIk6HQ6VCoV2ckqPo8wxrqeRMFgaAV4noUajJtTzF4/0pJOpaXOTDTWLStfJ475STEyN8BPaAy9ENP2UJTESDs8jeUM8IcBuCHZYgECDy8ICAgJUz5tu4+uqbSVLKbvky6UmEqGFFudka6iRr1exx32mJ+fl9GYok5OiXddF29oc2x9A6vbJ6UZtDavEPYcFmYOk8+maFfr9M0eHXdAZXFe6nQLSpimKhPdftlsloEasq/P8bWXrzCVm+K2UpYwtEkkVEpTaertMe7p+z54YwaUgJhE/afRaBCokUqiKK51u12uXnoN3Rpi+TZ26DC0fWzfk9ldGATgJRnYPtn8PGu338uZu+7hxZcuYDshyVSApnugRHtV0xNkNNjeu0RCVTE0HScZsDJfobbbpLq3zbkXXuOHP/pxnn3mHAM7wOn3WVtb49lnXiCbzfL/MPfmMZZd933n59z97UvtVV1d3V3dzSabmyiSkiiKsi3Klm3Ji7xF0Ri2ocQeKHACj2cQzAzGE2PGsBXMIAgcYBJMoiR2vMSxbEmOFJHipo17c232vta+vH25+z1n/rh1b1dTJCXbyYAHKFSh6vWrrnvP/Z3f8l2q80fQULS7fYKxR6PWRCo4etttfPWRp5BJmUrZoVKdyEWrpDvklddfo1CucMttJ5moFRFSYJeafOdrz/LxT/w4z72xw3Y3QRMNKpMFtrpDlFViEMTccfxWXDdB13TGQ3BHBobRpDFhUnBGjLwxpfIU4/6AhcVjbGz28n6xQ0QoE4LoRhJ1Q3DPzBEnmevT/mcwy9jfzQJqXwAAIABJREFUHNz2C3PBzVaLeT9+bwC7/z0y4a7sZ8899xwLS0eYmZnJiVC6lg5AXddN95t2w3glmytl85msEsnkFLLnL/v7slaguUdi0nWdmZkZyuVyPswvlUq02+3cNLxcLudD/Exs7HsNVL+nVq1S6n9WSh1QSh0iHZQ+oZT674AvA7+097JfAr609/WXgb8jhLCFEIeBY8Dz7/Q79gsG1Wo1KoV0sBjF0B6lCpFZ4M5O82PHjvHQQw/R6XS4evVqrgmdKj5u0Ol0cid1KSWf/exnOX/+POfPn8/7WG/Wfe71eoxGozxzz0gImRDZm/tcmRxrjqbR0lN5dmqa6XqTbrebHxCZ3VccK2SiUS7VKJdSobC5uTnOnDkD3BjGJknC6uoq/d4YlI5p2vzFX3yRXq/H4cOH802UKeLtRxxkGP6MJr6fOAFgWDYIA92wMZwSzh4ZxotCalMT2E4ZqZkIw8YqVLCKFYRdQTkVSvOLmDNzMDPNteYCz5iTvOzMMTU5R+DHlMtVdF1ne3ub8+fPc+XKlXwgmeHxM+XEeqnCPXfcxbnTb3D98hXOn3kV0evw0he+yBv/6UvsXr9G2TYoFE0S0sCeHeh5tbSPvJIkCWai0zeajKYP8cilFYYDDyUFCIVT0HPhqGxJKfPMPdOFMQyDRqORa6tnH1EUsbW1xbjfZdTr4o6GeKNhLvoFaY8+RtLqtPnt3/5dTt55P/fefReJN6akKxo2PPjQfWzvrGNaqZ54ozEBsoDjFEmUhozL6KpKyZhi2Ip46tFnOXjwCM89e4rz565y+dI1TMPhhedfIvBj2q0e3e1rrF16nd1rZwla6xSCEctzNVbOvoEcDqnoBkYwprN6lZWzr2NFHjvXzjLeXsWMh1x740Vum2sgxm1e+s43WJyaoC8l3XBEJCSaYVC3NNYvnkW5XTYun8GKfZxiwtrGZZaPLnLq1ItcfvUVnn/ycaLeFhdee5p4eJXzLz+G9FYp0MpnSW83v4K0Is5QVu12+7tADfvv91u9xzu999u9NvvwfZ92u80XvvCFnIi0v1rcz+rN4oPjOOzu7uYzuje/Z3ZQZRXh/nlCtq8yN6f90tSZ3s5+MlV2cGUSxe+0/jY4998D/kwI8RlgBfg5AKXUG0KIPwPOADHwD94JKZMuhdI1dLOBaS5gljYI+kMUBr1IYPsWUZLghYJyucLy0eMsH78TXei01tskQUTgjRiNe4x7bYadXaJgT6pAU/wP/9Nv0utcJfQDht0O1y+tIuK90zwSmFgMA5dRz2O028EOQ2xLQ9/L2DzPQ2kQGHuymyg0pfD9G+p2QgiUCFicmOFYo0xd97jS7SPiNEuwiwXsaplep0Nblak7FabmTJJdHS8O6YwH1IzajaxU1+n1esQiRHd0pCYYeRGJSCUIbN2gbuto44Bgz+Q517aP47wfuLm5eZMDDYAWxYhaja2+R2GiRiwEJafMqNtHJBKjWkaTkkgpipaNqRS+LiFOiTJF02GQBFTMEkNrim+h49Yjqt2AyWIBreTQGnaQiQQ/Ymdjl24rZQRqmoauUlGzYqNM3JNMTh/hTCtk6fY6rz71AsbsMq7u0VuXHG5WQNn03RhLD8BNCPW0923XUsnVjMAVxzFK0wmSHbT6DP/mT7/JUcfmI8en0DoDfKdBpdjFHSUEUhEogSZ0YgWWaWBo6YOUUcZTKekIFSnCMD0g169fZnewi0oklhJoChIVoBIdJWxMo4Cwxvyv/+RzvO/Bj3Dbe7tMzs3wxhuXmZluUigaGJU6CwcPIxOTWt1C6CFnXz/Nqy8XGY9MZmcO0KxZVCwNErjt+F3MHjrJ1atXmZmZpdPpUCo7WHaJziDEsup4nQR/PCAZtfh7n/5lHv/qE0weOcb6xjl0kRB7fRILdN3kwOJh/CBkPAiJtSLl2iQTkyUsOUQok4unz/PJX/g5Tr16me2LFxh2dimYOq3LbQKpEVVr2JrPcOMFXl8XPHfqNR7+8Z9ho7/LcLiBbQSMezusXr/G7PQ0W2sX8RsV7rnnoxycPclouMmjX/kTjIT0WcrE//aSJ2EajPw9i0hDzwWz9idjb2aG78/kMwOWt1oyZz/e0PFJkpQQiK6jGQaGLlDxmCce/Qof+ciP0B+m7NsMGJEF4yx5SsKYeqmCCmOiMEYTAg0NzTLy7N1xHALXT2dOsUTXNIIwyLH7mfIl3FCPzIa9+1U1LctCoOHtsevfaf21grtS6ilSVAxKqTbwkbd53e+QImu+vyUEQuh7EME4711lQcoLAgYjl6mZGW45cTvHbrmFVntEp9MjjlO86XjYp9NpMRx1CX0PGSs2Nzf59V//dULfw3QMwnDIysrKTdlxdvHDMKTf76fMNMfB0BWJvCHq8+YVRRFS3TAHBjA1jXLRoTHRxA9uaGWbppFvxl6vR7lczokNpb1J+5ux85qWUrqzLCc7uTudDksHj6QDF2+cGhho+zdqkg9kM/bi3j3JN79mmgjdQBgGfpxgFItYuokTS/yxh2lKhCYwbAvNTDeoZihsx0DTJBiCql5g1B8wcaCGn0h2DQvTKmAXSti6TqfbZfHAASzL4eqlK1i2ns8DNrZ3WFpaolmv4Dk65UOHeezKNlbxIKWlGFWfYGG+TmKU2ekNKC1UUAl5q6nb7dJoNG66ZlnWVRA6rW4Lu9pg6tAS33rxFR448hGEYaDLTHt8QBRkDjdijyWo3TR0zqCoWcDJsqfMGUxJiVQCFEglUQg0I32vONF4+ZXXefhjn6Q5MUWcgMJgc2uD+YUpBsMtHKtBuTRBvz9GMwLmZuaZ/MEDmEYJXbdYOmTiugGnT5/hnvsO0fbHbG2lGuOTk5NsbV7GKdgMNjZoTgosP2G8c43/5Tf+e66cO8fidBEhxuiaxBAmkZKUigYzM3OEYcTuTotYj8EyCDE4cvweWqOAodfHacwyjGyuXr1KEqXIjONHj/Hqix1CKUg8jUgmxJFOv9OjvTsi8GE4CIkjk/EoRtUsZGIy6Kd7++LFiywuLnD04BEeeOABHvsv/zGdw7xFcM8IQfnzsDdY3d92yVqj2b3f/1mpvz4H5c2QRc/zuHr1KsPhkFKxkrcDs+coy8izQyeTccgUHjOEW0Z23N8qzTL+ZrOZ+yxks6msSsgkurNkLft59rMMcfNO613BUNWExuFDR6lUSnQ627n6o+/7eJ5H39CYXzzI+x74EHahzOrGNoGfCmL1+mlvPRz0abd36Q/aaLpCxgn/8B/8KosL01SrFa5trPHkk0/i+wlSivziZZlau92m0+kwOTGBQYLnDsj2VraxNP3G66WUKHFzm2b54CzlgkWSKPrejf6wZqTOPHKvPSLjG7aB9Xqdc+fO5eXqjb5jOvi7fPnyTSy4DKqXUcmDIGB7kGaulmUxOTlJEKR6HqZpcuutt+ZKgdlKlE6hUmfghSSWxNZ0kjjCkwplWSgkSZxg6gWEbRJHEcLSMQwN0xKAxI4E7VGbta1tDhw6yNmRzuT0PIWpaforl2j1uxw5dpTZ2XlWV1cpVKsMh0PWd1pMT0+j2QWiYUBUnqTdmCF+4G7+1at9vOlDaCUHVzeJpMSq1DB0B+WH+eC73+9Tr9dz3RTTNGm1WqliaKKlB6bncvjW43ztX/4lv/ij72NKkyRBOmgulUqM/G4KNXPd/AHa35fN5in79T16vV5+31IkBsRxgiQhThIszaHX61OYOcKxE+/lj//si0zP1djphGxt7rC+vs7UdI1R4KKLMpooMDff5NgtB5ivTVIuV0kij8gfUWvOUKqa2Fc8jt4ySWE34Yd+4F5c1+Wee45w9XKPMEr4kY89RKFSgO0hiPdQtT2WDpT4sYfv4EIvZmaiydPfeh13HPGJn32Qfj+iWDRBwZf/y6OcPXsOqSlmDsxC1ObU88/znvseYmWjgykEbugTjEZcv3YFTdgYuontlDh0YBGZ6NhWDSUtrl3ZZDyMiUKIQoFlltBEOiA8fOgYvu9z9ux57jxxG4sLqYds7PuYzs1Q3UxsL0OoAJjihj4TcJNJdXa/YD/08XsH9zeT+7L2RxZA3SggCmOeeuopPvTghynvSRPX63WiKGI8HnPw4EEuX75Ms9nENM1cRA7S6rrf7+eCdBmzN4qivIJtt9s5b0UIwZUrVzhw4ADr6+vU6/U8QdvvqpahcjLUzTutd0Vwt+0CkxOz9Add2p2tvKdaLBZxHIe5hSVO3Ho73f6I9soWiVRo0sXzPNrtdhrsen1CP6XKl6oFfvnvfwbHcVicm6bT6fDkk0+mFmRGKScSZZvIdV36/T7lcplarYo76KZEICMtj3I9mSxY53IDNwSAbNtmabaJGqWkmFDo+QbU96BL3X4/P4XZFziyecGbe8FZOZph2LMgduKDJ3nttTM0m81UqnZ2Kj/lt7e38757q9VK0TRvJlEInVjTaE7P0Dh6ktOr13CcAvVyFWJJEqTa+a1eFzcMqNfrKFNH6oJ4r0pQluDAoSXOvn4aR+hYxSZGU7DhDylOFGlMTSI1GLhj6hNNJqYWaJ89y+ZujyPHTyI1m5V+m844oaU3kIffiz+8gmnpCEujLxVBFDAxNYEfJGhSz69XNkxK1A2z5MwEQ40jpA5+EmHbDo3lWzh17jI/fNsihibye5U9JFkFVyzYOcswO5Qzk5jM7efy5ct0u10MLUAoEELH0g0gVfscDodYlsWDD32c6elDDD2fW+84QmUj5N77J9jZ2eHosYNcu36egtNkojnD9ZXLPPPsE3ynNSKOfXRDcP/992GXRyglKFgzXL3cYnMrDRIrKytsXd/m2NFbKVVqjMejVL0yVDSna2x11zl8bJleDI4wIOrywPuPUKvVGI1iqo5J4KbkmtsXj/CJD3+IQkkxMWUyHpR4vhhQdyJeeu4FVjfauKMBs80G7Z1domiIWaxSqU7RaDoszFXot108v0ers04YD2l31tGIieWQRI3xhyFHjy4jNMX165cZjUZ86lM/z3/8D3dy4dUz+G/hBZrdkzev/cqXpVIJ3/dT2d/vgRr566wsgw+DiCSWPP3007zw/Cl+5Vd+JXfzsiwL0zRZW1vLiUpZrzwDXVy/fp3Z2VkajUYOmc4Cf62Wyvhm+zirBqampjAMIx+uZqzz2dnZnOCUQaWzQ/Cd1rsiuCska+tXctEex65yaOkI09PTlMtlqjPTecYsuh6Xzp1jynEYu336gw7ueIikTHfYZ/HgLJ/85E9x6y2zVOtTnL+4zh/9yZcYh2mbxKMHpNLVjuPQ7/fZ3d1lsmISRTAcdRmMBijDQuhpUEw0SBSYiQ8axHoqbhZqGrrUKCKo65KCXWRtu4sqG8hxjK5rYFaQxUkSo4qlh2wnPla1hmMbGNLFVJLYdwnjiFgUEWpPwTEMMEyDrc0etlUl88P03JDl5VsoFp4h8FKYZKVSwfd9fN+n2WzS6XSYnZ3l+vXrfO1rX/susoMuXIqz01SOH+O1q5fwCyVqM/MIX2FIA5IuddvEdPuEkcdYj3CEsVcyh3vltCAyBHMzs6y8dJqDdy+zFer0KjWunnmECb1BhQLueIRRNthtdSnNTKHqDqalkK0dLnTHfHVU5Jaf/GGunb2AdGxiTcOxHPzxmHKhiSVsAn+IkBLh6BiAgURFAdIqpNBDXSOMI7zARxMKIXX64zGabbN8z110whUiXUeZNqWSIFFlrq9vEAQeSNAUmLqBJfSbkFJZuZ3B0jqdTtrXz/atqREqgZUoYr1Iyw/59C9+hiMnPow0NHQTLr3R4eL1Aa32c5i25MtffAy9VmJyYoGDBwOmZmrc9cAPUU88GvUJGhMOBw/X8fpDrly+xi233Ma5s5dobfc5dOgQy4eWefTRR3nuye8wFBbN6RmS8YDf+s2fZXquyKP/7ik0TePb336Zra5Ahh4PvO9e/vDzf4DSq4SBTrfbRuguv/gLf58kHDIx41AVEU6hzMd/6H0sLB1golKj2xsT+j73v/cQL75wBmEPGQ4iVGLz0Ifvo9aAOEw4dLjG3IGjXF/ZpNtxCcYDjh05xKULZ1BKMTOzQBg8hCYsTn3nWc6/2Gd55g7OeK8itO/OslUc3IT0kOrGTCmTa+52W/sEwm7+99l+fyvpjTf/bD+iZn/bRydGUwKUQpMGk5OTuVNaRmwCcgG1iYmJHKThui7Ly8sMh8M8eet0OlQqldzysFwu57Oicrmcek3sMV0dx2Fra4uZmRm2t7dzed/MHzdrCWWKlm+33hXBXRMix3I2Gg0mJmaoVCoUCoV0kGGn/fcdb4Q/6rOzscoQnUq1kPeitXDAxz/yIB//xI9y9Ngyg1GfJ5/6No8+/jSRNIni6CaXFpTBYDBgPB5j2zYqvqH58rYyvrKABmjECAFF4VI0TaqGTr1YJhYmuumkwkYKNN1AExpCF+gqpqBrlMp1MG1AIRR0ej1iqdAMgyhOsPaVWrZt47ou1Wol14iuVqtcvnw5x1xnsM+M2ZehfTY2Njhw4ACrq6vffb3tEnMHDqNL+MA996CEzWA4wjfAjSWGl2YJzWaqkRKGPkLuWUgrCIMA09BAQK1RZ9RskPQkW3NlxktLbJ6qo0sPOepRMQWmUpTkkF5vgIgSBqGBU5/k0TPnOf5TP843Tp9jpJNrcGSZeGaYEEWp2FO0h7oxDYNBv4+uFLpM71c49ohcn3qtRhKm2aAAlGZhF/e0vvW0YsrQC+k8RcvFobIKJ6uidF3PM7KMUSilRH8TxkxqJp4f85577uc/f+1RrG++ztRMEd93sc0mflKgUIQDizPohiAIJKNhh3NnR5w5O6Q3WKNpTzM3u8jh5VmsegNTVGm5FvOxQcu10YpNHvnGcxw+fBijPMkPffBjNBYWMBwQniLUBE88c4kf/ZlfJQhg8oBg+ngNTUYcPjbHT1Sn8dwAy6gTRj66GfDH//ZP0PU+v/qZT9KoVIkTk6XlY/QGMXGyR4c3TXZ20uoljAW25eC5sL3dZTTWMDVBp+1SqcUMeim0UyjF1tYWw+Fwr7ruc+zoCSYnJ0mE4kt/9Vds7u4QxBGacbO0wFvGh73vK6VyzPg7ZevvpPv019WEsiyLwE9bKllwLZVKbGxsIIRgbm4OpRT9fj9H1mRwz6y60HU9t8rLAnMcx3nrJUNbCSHylk3WXp2ammI4HOYD1cww/HsNU+FdEtyDIMyxnUEQ4Hp9wmicDzA67S7dbpfBYJD2n02N9labOCmhiFlaWuQH7r+T5eVldtZW+MbXH+HlCyvEEoIkIVYxMk7yAWpqeCvpdDp5qWRqN9otGV4168nn+HZVABlgxDGaLpkt63zioXvo7W6y2Q3ouhIPk92tXSwNTFOHWGJpUBQxGNCvT+LqNukYS3H52hqRFFhOgRgdQ8oc+yqEQBM37LVM06Tb7TI/P5+2YdC4cOEChw1Fo9FgNBpx/Phx1tbW8ixzZWXluy+4anLL4Tt45vXzJPI0SaCoz8/gzM+gOzZaZCBlTKfToVBMIaCECWEYoOkSFceMRn1EwaIgDKbmZmldaXO2YPOvnr3EUe0WtM5pdkKXQ40mVQ00U7Haj+moBt9aj5gQDq2TDzMKLbxKHX/YwdobpO/u7jIxkeryDIcp6cY0TXQJiR9iKIHvh1gFSTR06e7dQwVEpo9upqxfLVGUJ2YpyAA/jChbMi/rU5G6EE1LWzCZXg3IvPVm2zaVSoVut8vOzg4bGxtpcNiLQflBoNkcPnaSlc02g7Hk6EKRqek6p05dZKIhMO2ExYV5rl17hYLdJJBF9DCiUCjh+rs4doQbWVxd63Dw2AnOXdrl0qUrVKs1nnj6Ko8//iSrq1epVCqcvZzKH586/QVmDh1lYqLByYOzDPrTfPXR53g4qXLhwhpnzq6imREf+sAH+D8/92/otHYwDcE9dz/I8ePHGIy2+dQv/QyLB2rMThbYuL7Jv/+D/8T9D9zH6fPXWFkdsLV6jRPHjzM71eC1V0/hxV0CX6KLMkePLdGYcLh+eQ0hbOoTr/La6+eRDLE0haULNtev77WDfAzd5uDikTSDLdtYloHmWMjwu1sLGdktiqJcyCs7cP+mon374dZv/l3vtDK5jz//8z/nox/9aC69Ozs7S7vdzslzQRAwPT3N+vo6uq7n38tc2DKS5vz8fG64kUGskyTJ9XUyDHtGmgvDkJmZmRzYsV8a+Hutd0Vw932Pl19+Gdu2qVarFEvmTQYToRvkBBbf99OTLtQZj+Guu2/nE5/4ccq24NylKzz37It4XkCkbCIliaQkVhFC3ji1wzBkOPByKVEAYZCjdLJDIPucDWykFmHqCRVHcGx5meXFGaYrisGWR89zWbjtGCP/DLvD61Qci6ZRQAkQSBxdYNkCLSiA0tE1HVNohHGC1HQ02ybZFzgymrM3CCjsUZ33Ey+EEGh7D8D09DSbm5vcdddduVBW5tyyv9eerZ4yePHMOTaGQOSCrtPqbFDsH+DI3XehlcvEcUgiAyzLJAx9NASJlOiGhhsEGCEoXYBjYhYdQs3DGga8srLF/N1H2ey1matNsRuHbK1cZ2quwvnVhN2uw4nbb0UuHmN3d4De6dLpdikWLOrNZl7aZuVnxvSTUhLsmVKMx2MEoEd7MqzJPh2SOBNlCjGrVcJQIoWB6/kY0sC2Urib4zj4sSRJVE5UESK1hssH6HsPWyYklWtzJ95N1zNKDO5/4MNMbvTxI8Hdd97JyTsOceuJ24nDVL1zdrrJ3GwdZIHXz19GJS7jQUCUDAnDEfXaFFGg4Q020JTk1Zee4cMP/RBPf+c7bKxcQYVjatN13FFa3lfLFXQZEQzaaEGR7fWYfqvD1to63U6LWqVEHA+4dPY0rY01HMskSHQuXF7l1TfOESU9Hrjndqq1eyhaNrOzh/jET/4873twgfK3lpi8tMPjO5usrKzQ3tngtttuY+hvEwaKQT9iemYSy072ApHFwYOLbG612GmNME2DuZkphIr2vFIVnhty1113sbq1wY/88A/yx//+X+BFId+tfETegs1o9hn1//vJVv9rL6UUmhBsbGzkoIUsHkxMTORovTiOWV1dZWJiAqVUXnGWy+V8EOq6bs5HyZirrVYr94Gt1Wq5plH2nJfLZXZ2dqjX68CNw+jtUHz717siuEspU7ndPSaZad/IXpMkwVJGXhpnkCldr/De9z7AD/zgh1BK8dh3XuDll1/H0AugTJSCSCkCGZGoGFPdaLX4vk+n07lJZmAYunlvy7KsnCJ8c3B3sR2N95xc5v/55/+MJ548xcZLX0s3n1OiUKkToYFhM/DH1MupkJCGpGjplIWDqYoQaJiaji40xp6PEhqW7TAYj8iiu67rKdV5e4V6vZYTJHZ3d/NenibSa5JluRMTE7z8curzmSFK3OGQyt7GyFbt1hPc9dGHWXaa9LauYAYJmmnxzMuvMNrYRFUnsO3UtLnXbzM5OclorUMQxURSYRsm7mCI0hVECRXLwWrolOMES9n8xTPPESH48Affi5942HffixJlbrsLttd3efSZb/PeI3fRmHN4+dsvUavWmarX6I3HDIdDFhYWcqXG/fAwxzCJ/AB/nLakZJD2xtnHckz2gvNgr7x16k2EZjActjBigaGXMPcU/twwxnX93HouZ27uZYeZpkmpVGJnZycfnDlvkvSwnBLd3pD5hSV0q8TUxCJf/ItHWF4+zNpGC3fk851vPgMiwrbqlOpFiEMW5he49eR7eOPs83jDFvOzB3DoQ+AivTbd7cucfeXbRKGiUrSYLBtcb3dxoyHjsES/28LUEubFgFAv4hgRne3rbK+soet1ttavsGPo7Fy/xPzsDL7TYOSmLkyGpXjt1TVMo0LFMRi2AgpNgVGyef7Fl0hUmY997GPcftttPPbIVxiPxzhlg0OHDuFYde648zhbO1ex9QIKk4mpOosH55iZq2JpivmZKQ4dnKdcLrO72+W1V99gfX2ducUFnn72GV49cxq74IB780EJ5JVVxm7en7nD9862/2svTdPodrs5aTHjokDac5+cnMxFv7KYFYYpuiuz9mw0Grk0QQZpDoIUrOC6bi4/sry8nAuDZUPViYmJfTDPdID7vXRl4F0S3HXDpNKYvEGTDz00NHRhYJgpI9VxUqutcrm855eouHDlOiM/hRYFSUwidRLSQJwRjqSQIDS0MMlP1M3Nzdz8NtsoGXqCKKFSq6MpUGaqVim1tAdd0xUfvvsYn/l7v0zoeqCGrO9sMA4MpqdPMBr20aTC1EycQpW2PyDBxhZ1SoUyybhHoJuEckgY+vhxlyjs46s6WnGWWjkhbKUQPV2ZVO0qTrNGqIMbBsRRRD9JWN3cSIOmLalPF9m4toI0NC5evYJdKXG4eDh3bvriF7+IEhJDgtAsAq1As7rMq69fwjl6KwkVPN3FSAQHjt3G1uoWSXKZmdlZ5g8dRC8ViF0XTAGhxmgwYrLRZKRaOLEAQgJiahNNrl24yPLiYfQrRdR4xDe+8FV+7FM/yzCJ+KsnTjEa9Sk3K9z/Yw8TJmMuvnqOSsGgNlnDqxfpr6YHiV1waLVa+IMR5UaNaM9mzhMSUwnCsYeuRQTGEKtQRCkNYVoYlkWcJOiJQgw8DL3AMNqhslBn6UARXXjoWIR7fqTmyEVKF8exKJYcEDfo7UAOVd2v2+M4DjIag0hIIgOVOBy58wR/+dQzfOBDJp/62Z/kW98+zYMP/yRf/tJXuXjxEkm4w8zMTFoRaAZmcY7AH3Hm3GkuX3oVTSS4keAD73uA6WaN9et9fvpHf5IrV67w0YceSn+/mbpI9ft9Njc3KVfqDHrb/MRPfZypqSpB4vLDP3wvZ964wKaWcP7ss/R21piYmMCQI7yhIBm36exexbbKBFLDXlTUbA0vlFxYv4o1qnNp83k2NnbZ3T1D2G5z733XOHv2NINhGzcKqNdWqJSm2e1Db7DJ1uomnXaf48dCVld36PW30TQ76CM4AAAgAElEQVSN02dW6Ha7FAsNPG8MIubst77N/OQ0phnhDft4XhdDWXkL0twT3DKQqfUiN7NN3y6ov7lN81ave7t2Tt7PJ8oRZwoJykAmIEVCKMc40uHJx77G4WNHmZyfpVFt5Kbr4/E478lnipDZsHNhYYEkSWXHM4vMIAhoNBp5nz5DxB09ejTvqef67yJmbf0a1Wo1TXLiFDKdtrtG7xhX3xXBfb9WS5IkGLaRs7SyLHp+fp6lpaUce7zV6rK5u8NLr6VCP9Vq9SYNCREqNClROcEh7bG3Wi1838/7+Tc8WNNTURcptdcxb8gNZBtgsarxd3/i4ywvLvG7/+z32fGHzM8cInFNphcPstb18izfMAxGY0nkdzk4MYNTKbA5HJBIUP4A09HojEICaeHMzCHKTcqOzm6nS6yB0jVqEw3ilau5/KdSijiKcgx7pgmdelOmjMooSQkTly9fpl6v77mlCzRuqLdZjkG/3cZNLmHYBlrRJhGC2E/bX/OLcynEdNAnTGLm5uYoVyoEoxhLU4yHXWzNwBuMqFQqGEpQmJ6h2B1x9foGJ5aOU6trXFu5zuN/9WWCOKJy+AQn33OCatmh293mwoVzmN2IA3ecQKtXWWttUxQajiGIxkP6u9sUChVUnGDoOlKAoUmUH6ERkwQhSA2pRWiGhTca43ptqpNNqrU6BoJxf4DW71NZPI5pGFQq01iaRqIUji/xY0mn08MppKbSa6srtNs7NJvNnMQEaRWV4ZGjKEJICUIikwSVJCi9zEcevo9Pf+rv0t9Z4cjx42x3WkwvzGGXKvRau3Q6ndThp1jBC2ICL8F0asgkzUxLNZtAwtZuj2899yLzB9Y5c+YMg8EgNYWoTObBJwgCYrXFwvwkK2vn6XQtvvnIM9x///1cv36d1dXVVKdoD4ranJ6i2WxyYGmZO++8kxdfeImzZ8+SyBbnLz5LJA3eOP0Kt5y8l/X1dXq9FFFW0jXOn3kZ21LEwQBDSsJBG8Op4Pd3KZuKgmGTBDGbqxt0dzqMvBTdMTExgTtMsISJUSijG5LdzQ1aO1cwDYVtCLxE3CQzmLVBZXJD5/xvaorzt1379dYBgijg61//OvLxx/jt3/0dut0uExMTubZ/LiW8F6+63S6j0SivCMvlMisrK9RqtZzTkkkSHDhwIId0Zz18z/NyXZ3MJ0DTNAz7hg9rRlB8u/WuCO5ZRpS1QMIozE1qsxNwdXWVwWBAEATs7u5ilFPPkERAq9fN+1O52p9SCCnRVXqjNnd2aLVa3+XckpVJ+yFSURRBIhG2mWOi4zjm9/7pP6ZZsfn600/xzVdO8dnf+EdMTS+w++VHMMpVgq31XIekWqggRBFbhTgi9VwcW0V8N6ZABInAjcFXBo25g4jaBO6gR6ASbM3ETUJKzXo+zK1Wq3nf8dKlS3lQz9o1xl6P2jAMOp0O8/PzjEZp8B17oz3ZBEEsY2jaFDEZ+x5Kc8DXUIAhNKanp5GaYunIYfqtDtIP2Tx/hZnlBWYmJtgNAwLPp2zaBIMReixBRQw3uizOLXEtUJzvtUk6Po5TZPKWg0xNTdGcniJwB2yuXmft0gUcIZk9fJhCrYIXJzDwqE1NYhiSKxcvUatUcSoVDE1nPBgS+QETizUGox5a7KctGekQEyB1hSY0SraDihNiL8AUOoNuDye4yp/+6ye45+AMiaHz/ntOcnh5mWp9mslYcvbseQ4cO8LFixfZ3dxA12FpaSkVNtsnCpWxC33fxzbS4G6aDjPzixw98V6KzSlkGLE0O8vmmbPUCib33nmEq1ev05+dZmGf204YuAz1PnEYgChgmxbVqQJDN0ZTEf2Rz2RiMfJAGBUa1SIf/MD7eO655wiC1IBE4mDoJTRRIIkVZqWJKzW2+0MiQycyBI6TqhqOPZfetT4bW11eeOEFOt1tSiWbX/vMZ3G9iO1WnxeefR5HC3G0EC1OEVdoBhvrXQ4uzSGUj55EqfnN1ipebwq7IOl2V9BEQBSC522j5IhBv4eu+QwHbSiBpqUa56VShIh8TE2gyQQTnYQbA1TYU2t8s0Hy9xE/9q+36s1/L62ZLCbsN9TY/77Zwfq5z30OLINRe5QTITMt9iw59TyPqamp3CWu2+3mkgWTk5P0+/0c9561WQzDYGlpKWe8ZtIDw1GXcrl807wwkxPJEuC3W++K4J5l7pl2QuSJfFCRTYzhxk0sFotUC0WKxSJlPaXpZzrHuaazSmF7cZwwHI1ydmFWnr1T305KiUSg9pihhUKBarXKkRPLjAYtvvrU4zhTDe64827OXd3AqU8xHoffXfopHQ2JriSGqRGSQpkqxAilE8QKyykTCYNWf4jjBmiGTqwktmakX+8T5tc0DZWo3JQhgwomSUISBCRhgFMsUKvVbqI6SykRUqKQSCHxdYlAIcMYVIwINZSARCmErtEfDFJ9DCEwdQNTaGxurpOEAZVCkVGvS6kyw3a4Rb/bSx3ZHZtIDzl8yy0EBkxNz6L2VBuLpRL99atcvXiBsN/HiSVTjTrOZB03DBgNPKbtMiBZvXYVy9SxzNQQOwgC+p1uGtwXynjuCEtB4Lk4upUewvpeAqiARBKHIb7roiGo2gJv0OPhhz/NC2+8wVe+8hXmFhb45M99Ok8GpJR577RaLeWIiJ2dnZuufaFQ2DNYSO+x67osLS1x4NARWt0R/+jX/yHJYJOjd97Cb/7m/8gdtx9hY/0E/+T3/5ByuUwQSY4dO8bm+jZRGBNpBjJMKBSKLC0fpFAq0G3tUCxXGY8Vtdrc3sNucOnSpZzLkCYbOpXyJELZGLpBP4gINR2PBGkZjN2Aol5mNBrRbDb3mLwlXK9HGLpMTlV45cXX8cOY7XafRm2Sz/zyp/nKV77C+fMGKysrFAyHbmeLyWYNlbioQEMmBqYusHRF7I9RcoDvDWg2Cig5wNBSPaeCbaALiZIDdFNHi8fUazrSt7Etg2ErQSUSDO2m5y4MQ6y9b/1Ne+v/LbL9jMW8srLC5PxsrtaYkd2yyk5KmQ9IM4BGBm6A1FEtM93JGKj9fh/HcfIYlsFv4zhmcXGRdrud/x/ghiZ89p5vt94VwR3IddFzpIQw9gaeHnKPFSlJiQyFSh0LjXDkpvopdoGAINccyS6QEhDKhFavm5dY2amuSZWjISCtAACUlgY5mcRIEaBkkapZ5vb5AyR6kavXBqxtDXno4x+jWJvg8tWnEZpGazBEhnvC/JrB7igi1qs0qgaaVac1TOh4cYo8EaCiECKP5oHbmDt8B6FdIZEB8coM7uY5ROzSH0Vouo1MFLpmE8Uqt+HK4JC6rtPpdJhZXCCO0sPQLqW4+CeeeCJ1a9IE5ShBooiLFdwRSC1Bs2w0dJShcilRKSOMWCf208w0FgmTR44w3tmgvbZJUi9TrVgMvD6FoknoekRuhB8N0AKHhnmQpSMncHWNca/NtGNy+pHHiTs9xoGPsE2mDi5QnpvBi6G700LTdayZGn5rh9Gp09zy/vfTNUyMJCBqb6O31hCaT/dKRDx0sTQHxgmiHKFIiUQxBonQqAUaielQWJxjujvi5+4+xvqkwyOP/Wce/PBHsLWYCxcu8E8/9zv82q/9Go4hqVUcDsxOMjc1Sa2elrqj0Yha2WFrczVHJ81ONei1txGJJBYmienwoU98gj/6g3/L5etnscwSjYlFfu2zv8F3nn0R3bbQDTg000QIhWXrdDbP0l/bJPBDhl7AxMw8wo45MrPIcLzD+XOXmJm9DSV87MockeNiVQUJEWOpE1FESINEhejFMr0optONwEiIpQ40EZqH5USYhQZaaOGGKQLMIiZRYBip/slaq7NnJBEjlcfn//CPeO2llxh1W5i6xtLRI7R324wHAbvbHYSfAhoajYjdzVXiOMbvRmiJQRwJwhjCyEeTMaZKMJKAwTCgmKQw0153RDTqYZsho9EGIhEYhpZm6ipBSYkpUtMcuJlgBGn/+q14G29e3xeqJjOzF9knEyVBcoN1nmXiAMIwMA2DP/nD/8Bv/dZv0SdCNyxUHKM7VhoDNrdzSGOGSc+Gq/s1oizLYjAYsHgw7dcbZtrzByO3yMzEA3e2O9h2SrbMAB8Ze/17VSPvmuC+Xycik/XNTsdut5u/rl6v56L2WemS0YEzXffp6elcmyY7KbOMZ//ve7vMINMO0YSJpQzuPHaU+bLFuedf5d/98Z9Srjd54P0PMhyO6Xb6uK5k0HeJw5CTJ0+yvb1Nt9tl6cStVJIhdqFCp++SqALELaRIGPouiW6gaybdVhtf6+NYCmsPsRGIIJ/I719KpTr2hw4dyjdKv99HL9hUmw2CKKTdbjMzM8OVK1dSnRQr7VlL3Wbu6O0UajW6w5QkFasYf8+XNCNpmJpO4HoUG05uVUgc7xn39nEKVdjb/HqhQBLFOIkg6HsMRpd5+pXTlAoKU9e42NrFACKrTHNmhmK1gtOo0hkMaW3vUKtUqToOw5U1Nl56Gd1w6I36aPUptFEfd2sT5Y3BgqDVQkUQiJA4khCXUFoCJKClsr6+A4aRYNgJtZrObcsLHHbuYXdjijfOnuP4kaP4XkwSX+X//r/+ORNTTZqNGjNTU7z44gtMTDZueLTuyTkMh8NcdrpcLuOPhoDGBz7wIP/i9/8lOiaTzSpjX1AoV3jysVOcPfc699/3YYLA4+ql8/iBR7/fRtMlIkkoVco4poE3XOPA7C1sX3yBbn+DjXPPc/gDVc6sbhKEGkHo4hg661tbEEZosY7AQAgXGa4T7JHYCAeoYID0B0jpIv0eZr2MkB4kMSQJ6EVQNsgSJEXCxMBIDIZuQrEyydCVaGYZww5JkpCdwTbSVLSGLayKhVRpC2Lg+hQqNZRSjKIBo86AYtVEsxN0ZZHE0B26oFmYmsZ4lFo/6pqFsCyS2LvpWYMbPe79SJA3P5/Xrl37vpEif9uVIXRu/F/MvGV76tQp7rjvfUgp8xZJZuSRtUqzrDzzh9B1PZXx2MvY5+bmOHP2Naanp/O2n74PIWMYRl4VWJaVwykz/fmson+n9a4J7vt1k7OvhRC5vgx8d7mVYd8z/LdlWYxGIzY2Npidnc375Vm7Z/8ytBtuL1JK1N77y0RiKIEuNBy9xC/+7KcINlaoSZ9TTz7LVqvD/T/+MQ4sHOIbj32DOFZ0OwMEKTOtWCzmA4/N1g6xmVAt2MQm+JGBlkTExASJQllFhL5XZWiCxHMZ+WkbxSnd6KdlcLD9cr6dTicnWXmel1c+nudRMm1WV1fzA0yJNPj5ymBmdpHBcIimNVIscdnGD4J8xpEkCbpKH7pxf5AOeCybMPby7H57e5tqJdU7l3vtLyE1LE0SBS5O5MJ4SGSYGAgKjQnKk9PohoGwHTwvpL3bxjEFVU3gbm2xcfEKehgyMT+Fo0HSGzJaW8VwR1i6RqgJtOEYDZ1IgZQaIkxIYj+VJbAM9iQaKZgalvC4+tKzRPdNMT/VwCRhexDQ6w2p1yc4dEgjiiRrG9f43Oc+x/Ejh/iFn/kkURzw+c9/nuFwmGdL2QObSztLnVKlytZmi63NXQj7WJUiujOJ6ZSo1WqcOHEbve6Ay1cu0t5cxQ9cPG+EpkOCjZIa1XIZFfvUHZtue5ud1hqNepFiwUBJD7c7REZDdNvG628gE40wUMQR1BoOwWCXOAzRohEi7NHdvkLitkiUiylH+G6bJBqQ7OUIyhR71XFKzBNGCcOu0B+tc/z4YTbaPRLNIcJCJiD0KmHcZ6oyRa/fJpB9pGYTYbLTTZEafixwA0UsdZRmE0ofgUEidIZegK4VkNLA9ySWVSRQ3Xc02djPDs8q+f398DcnZd8voeet4s1+/sdbBcqs756hpbKA+/Wvf52f+Pm/w7lz53LNp6WlJVYuX8WyrNQxLggIgoBKpcJgMMjRfr7vs7W1RRiGVCqVHB4ZRREFx8odwTLdmWxIu185dj+L+p3WuyK4Z3/c93MavXllA4xsZZT9zc3NPSGwGt1uN7W12r/UjX8vpcSPUyiUrRvYhkXRKfC//eP/g8OLB/n87/3vLN+ywMp6l3q9ycm77mZ3t8X2dhvfixkOx0SRwB30WFtbo9FokCQJhWaTqpFg2AUGXoTrgSYTLMeiPxxQqE4iNBPPdbFsAckYIUp7B06S4pH3GQVkG9kwDDY2NvLNoVRqpB0kcQq98gLOnz+f+zJKJdHR0K0itekD9OJUqTKIIhzhUK1WCcMwzxgckUqehl6qohh6KXkojHwMw2I4Ss3D0Q3E3maLDQOlQ6QCEuUiLAdlWkwdWsbTLcZJSMUpEChBa2WDku1QbxgMW21a19fRvIBCrUREhGi1GPTGxFGX6WIdAbh+iO0FIDSSRKEVSsgwItY0EuVjYGA6DnLgUmw2cYKQC9/+Bq/c0+SnHn6IZrPBAw8u8viXv8rS0hKlYgXLdLj3/rvZ3dmiu7vNs88+y/vefx/vec97CIKAZrPJYDCg2+3mXpiu63L65Tc4ePAQAQ5Sgk7AcBgw01wklIpy1eTKtXX+8kt/zPb2Jr12m+Goj66DUzAoVQ8yO71A6A4JRkOiYcw4gX4QU5qYYSwl41GHJAjQkhFep42IXUSioctU1EqEDiIEI9Hx+x5FU2Frcfo65SISF0NL0IjyCjBSPkoJwiBB6D6DoYfCwPUiDLOAEh7CLGDYFTQzYTA0sZxZnOIshahAOPZTkIJp0ttDiWhaHUWIEjUKhRmk6hF6Q0zLQbdsNKnnbRalUjPo8bD/N44V/3+t/ZwYXdexbZEniaPRiG9+85v54N22bba2toC0H55pZFmWlTu5ZYlmNgMplUrMVadS17I9vfesjZMkCeVyOW/PZHycbP9l9n/7495brXdFcAfyXlN2EbIsaf/KMtUsyGVs0mxAmpXS9Xqddr/H2HOxTYtaqUzoevmQI0kSQqmn2O9IoaNT0sZEKKReRNM07j15Dx/54EN87c//lGIcMWiN2N5tYc3rNOcrbHd7DGSRre4GIokoqIDRcMCo30O3LayShYmHbZgIoRglIWNNo6qZiMhDkxoFq4BnFjCiCEs5CLOJHft4epGEGOH6xLqBbZmEKkHKCCV10AwCP8GxFb7nMjWRbgLLKeHYFTylE0YKEg1LGEQ6CGEQhzrNxhzXRxpSE7hujzIOhmGhS4VTyMwFAuxi2uYqWQX8KGKrncqdBomiVJ0i9sfolp4aDitFwe+nD4SERJloBYvG1AyaabDZ6rB48gjC9+mtrVKVXRrCQW4m9K6vIv2AgmWlipBxwHDUJ4ljbKEzCtMDTo8ikIogDoh1jUrJxrBjRqMAR3dwRAFDFtmVXSJA2+1Bo8rTT32TD3/ggxSLFRLP430PnOT8+fNMTk5y5Ng0ZavKsaXDnDp1igsXLvD/fv4P+Omf/mmazSaj0Qhjd5fG5GzeDojjmJ1ehFWZYHerz9z8EQ4e+QFc1+X++++nUCjw5T/519iFColm4IWp5V6hYDExV6TWWKBgTXD10usgQ6abVQ4dbHL+Wojvl6lPLtIaxZh6mSFjlNIw4jpe6KYSwxFYxSqxMAmkhlQQYSBKU3iiRGzX8ANBLCTVJCGOAVUApWEnBlKFyGSM8sdY8TpqbKHGV+isCWRchej/Y+7NgyS9zzrPz++937yz7uo6+ih1q9VqtQ5LNrJlS7LXxxgbSzb37jIQDBMsO7ssERvBbGzAHzsxywQbQQSzBLFrWMCA7TFgMDbYlmxjW5It62hdfV9V1V13VmXl9eab7/3bP958365unWYw+InoyKrqPN58883n/D7fbx+hxCRCEscOhqWBEJhWETUctnfiBDnwsApFYquADAVaqEA/xggNSIpEvoYqCsTqAEUWUEMFv9vEYh0tClETg1C8uu24F86cDbJvzlD3/n5doCN+a732PY+7keH1RoSOqmUVhSROIpIkbc/4fppZf/Xv/pZf+ZVfQcQBRD6aEGAYufO9WZuh3W7nkNqsZ37lypV8h0cIQa2eQh4dx2G31UizfaN4g7Zvxly6d174evZD49zhumxdVoq8kWXl2c1lXCaqUCqViIK0/1yrpAr2GRdEkiSogSRSIBqeHyWOqYQqByKL+x9+iF/7j/+BxcWLnDn7Mj4BS1vXePi9h2hWTOJ2l83z23S7XdrtNlMjNZavXGRlZYVqPV1RDmSMqkgMu0THl+kSZRRimipOu48wTZRCGfSUzyROGclQNYVipYyGy26vk2fuGQ1yFtgysiLbtnN5OKfdprnbQijcEBhVmf4zLBMvidi37wAJabbf7nUxpJmXnr7vI+LrYsCe56WQrqJOv9+n3+9Tr9cJB/J62ayqeIMUieQFEfXRcZJCASeG7cvXWLj1NvS1VdavraCEAbh9rjRbEEnMahlpauhjNbQwRUtEfnADV3W27RcEEKsKpl0CRSPwQTAUQpEhnt9DlyE7a1eZV1wO7pvi8uVn+MxnPsPhw4dTRIMSUalUOHv2LKdOnaK74zA+Ps4v/MIvpGiZ6vuGs4V+vkySIY4y6uUPf3iCr3/jCRzH4Ud/7BN893svMhgM+OY3vsf8/DwoBuMTU8zu38/GZgNlziJIBmy3tthYc0B2UIRAG3KAz8zM0PUCTp8dkIR9Ll+6StjvYaoqYZDgey5J5CMTBRmr2EWdUrmEpqnEcSpOsXDwdtq7PobWJ4nTVqWh1TBUlQQNECiaj+95SARSKPQdl9JkmSiM2W22aG5fSbNx36dYLLLW7TAyMsJOo5k6GN0jjD0CP6LZCtAMnzCWuP112q0yu83LhKGPooChl0G6eGELLS6hoxFFO8TiRgm8vT+/FWHrfynLEHsZbPHKlSv8xm/8Br/8y7+co2UG7iCHLe69fjP0VbfbpVwu57sKxeJ1x727u0u9XufcuXMcOnSIsbGxvGrYe1upVPIM/s3sLTl3IcQy0ANiIJJS3iuEGAE+BxwAloGflFK2hvf/34BfHN7/f5ZSPvYWXiO/zfpYWXTNnFn2/1nvKxtOZALV2cmH69h5xwtyhrZKpZJzNyjSJ1QgEpJiCPspcaA6ysO3vp37P/RR+r0e58++zNLKZaaqOoHvcfcDxznfc7i6uEq3EdJutxkbG2N+dh/feeKbTE5OMjM3Syyg0WoiE4hVk3YY4aGiEqBpCbGAxLIIjQJSU4niEEmCpRvIRMUo2rS3G0xGafkVDTdps/e8t/+ecZxHUYRlFdD0VGzj+v1AJWVPjGTC2csXGT+xjyBKj79UrTCIvFwQpFAo0Ntt5wyT2SacbqRoBdd1U1HuUilFjURp2RgO0srLLtfo+xH9oI2WSBYmRmHjGpsXniMKAsIgRggVJQGrUEbRdbSCQSQTkn6qR2saRto+H6r0ZIyXMtIx7SKGXUboJlEAumanwTTycD0fnQBLMamqAWVTo1Eo8NJLL3HkyBE6nQ6J9KlUKrz73e/m/e9/P9trTZrNJoqSYvwtW83x7dkcIiuvs+tQ15Ph0onDtWvX6PUGFItFFhYWuOWWWzhz5jkO3GJy9PBhCpaONwhYWRtgGaPMzpiYZky3tUvgOQRuip3/hZ97lMb2Gg+/77/h7IXL7G42CPp9xkaqNBtb7HRW2NzYoVwa4bbb7sCslLnnnnvwfZ/nnnuOD/zoo+zuDPiHbzzF6toiUri47S5JVUegEUUJbtBBCg8pdFB0BgOfyclpwvAFhFBRpYuIE0TsU7IKmPTxOqlD0WINy9IIwyFyLQmIIg+kjyIdnO46MuoQhwMimeA6fSBBRl2QCUmioEqHMIrzAeTe7z2QE2blgig3LTFlP+8ddMJ1sY5/jL0W91L2WhlKCkAmMvcrGe1vEAT8zu/8Do8++ij33HMPmqbnj80Wm7IWTaZPkfmpQqGA02/nfEWWZdHr9RgfH89byJqm5RQc2ewxk/bTNO1N+WW+n8z9YSnlzp7f/z3wDSnlfxJC/Pvh778uhDhGKqR9O7AP+LoQ4sgb6ajePEjJBnuZg8qGDG/Uj88+oJxwTFVQgEqlwqDfx3VdqtXqdSUUkR6OFUv2DzQ+NrHA7NFbsG49QFC1sE2Ls2deJpYBlfFRfDfhO+c3Ofyed7B8tsFGJ+V4+dhHP8KT3/ga1WqV6bHptEcW+Ozs7DBareAMAlxpkSgqqowRSoIXBxj2JLFZAKEiVYVYkP/TdA00FccfoJsFBoM436rdaxn9aLlcTpXT/Yh+v08iY44ePcqZl18BwJAKiZSYtsUD732I55d6WAWber3OyvoatfF6nqHqus6+fftykqNut4vvONQn06xCSsns7Cy1ks3O5lY+dLLsUj74VtSEccNF+AE7Z58h2tlBEx6KUFGFRqwV0HUTyja6bkAMTquNiBMMXUcdVteKruXwMV3XKdcmUO0igSIIYkh8Qb1aodVuohg6CImZhEhngKbHjBZMlKkp1tfX+eQnP8kjjzzCxGSddrvNsWPHUkbNmQWEEDz55JPce++9eTDZK3qdWYbMgnRp5V3veheVSoXJ6VLK/Ofv8I77H+HB932Sb339a6yuXUOJY8amY+YOniCKqhhFi+WlK6yvaGyue7z9gQf4/d//fe57+1HqZYOdxhpOdxtNStAVTF0wcNp4Tg9Tg0P7ZyDyMa06kogo9lE1MAs+rr9JuQZHKlPoZoQIBH0nQBEGplEglAq7rR3Onz/N9k6DMIyx7WLKTul6xIpOP4gpV+qoVhFbTWc2btsZKoFZWEMYn5eoxKGFrklss0gwiDE0mzgEKUKCQQwiVfRCJmiKiq7ZeEHndSF8+QbwnlbLzf+/1z/8IC3zJ9ltGKQXZa76JK5LO371q1/l7rvvRte13PFn26eGYeTJVxAE1Go1PM9LryOR7lk0m03q9Xq+jQppr9/3fWrVsZyYbC8Ustfr/UDRMh8DHhr+/ClSbdVfH/79v0gpfWBJCHEZeDvw9Os9UdY/f60vU8arfbNl/bi9mXz29wzdIAFFUzGLBSIvnV5PTzyHKf8AACAASURBVE9TqVTYbHvY/jaH/B6fmD/AiQNH8GenKD34IJUDs5x/5RV6rXXuf9edNFu7NHoKT1y5xvwDH6HRWKXTH1AYq9Pe2mb17CWO7D/I9iDEMCxM3SAMEozaFFMLJ9g+dQmSgJKaUNB0vMSkYI0iQ4ltqCSqRigTFC3tYSMiSrZK7HWxhYYpY2QQIaWCojkkUkEVNopiUqnUiTDpO+lmm2mY2MUi69eWKZgKCpKqXWEniZh42108d2qZnd02pm1RrtewlAjd79Nv79BttqiXKxiHjzIyNorQNbqey+Z2A1M12D82lWN0m1tbaCp4cYBCjD1aR/gBmuuC2yfyt2g3G/hOG4uQnj1+fRnISuFdvqEQhQGB46KGMSoqiiqRSrpMlfgDohiSREW3SyRWAVQFQ1WJPA+pA7aGCEuooUtReGhmwmi3zdhEgVgVjOhjRDKh1WrxwIPv4YXnnmcwCLl0cZn5uQVW1tc5cuQIPc+l2W0zVZgiUQS9QQ8ANRFEkU+sxKimio+PbuvMHz7AyvY651dWOHH0OP/qgx/ngfccJ4g7vPDyNU6fPcPa4lUOzc8xP1Fk/NAEogIi6nPLdJmDE0fR3nEcXddZXrzEL/27X0VVbNRnTnP58iJm7OMHPUplk8b2GmZhDk3TWGs8C8DY6DTfevwphBA0Gg3qI/t4+eWXmZyczMmqZsYqlIslItRUp9jzKBdU5vaNcuzofgqFAj/zsz9OrV6kVqvxxS89xtUrl+k0d+k2GwhUoihBETqDOKY8O4+uq6i1Du12i4GmULBKWMUQq1CgOlrn4tnzGIbO4SOHUh0ATWd326FgqBRsnyuXBnh9Jxe+Rl7f/sx64DcjYLLvf/Ydf9NMXfzjM/nMZDJE5ogMVZdmyZlz1TJmVkXnpz/xMxjCypckM/qBjuswPT2NH6ZoNEOo+Zb93jbr3OxBXNelXErZTx3HQVMtivVqysxqKvh+SN/tULAredvnn2pDVQKPCyEk8P9KKT8JTEopNwCklBtCiInhfWeA7+157OrwbzeYEOLfAv8WyKPc69kb8TBnkMm9j99LNpRdKOVymU6ng+d51Go1xgsJRmRwXFc4VpxDGx1j5vgdBLUaIo548eQznLj9dnQbNhtbBPgcmb8dIOeB33/8GOfOnuWee1P2w/VLy7l6SpIk1Ks1DFVBVQVSgmWYRPEA0y6imSaJSE+/YRjEYRqdjeE1XbIL3Dozz9rq3mLpumVBr1Ao5Oot2Sq0P/C4du1aKj1nmgihEiSSYm2MQDexyxV6nQ4HDx/BCQK2mrssHDiIIjRajW16p89RrdUo1CocuvUw0yNjnDx5ku3tbRYWFlLe6hUXU0iEohF4fdRoAy2RJAMXOXBxWm2CQYSu2CjCRDEK2LZ9fQiuKETuABHGJFGIpiiYmkYkE6IwglhB1VL5OqloN/Qwsy+3Zdh4fkyEgmYVaXX6zBkx0nfxB4LaSIGJ2akciXX69OmcWjWKohyNNBgMcpUcIN88BBDD4/EiHz02KVZKvHTxMisrbTpuwkcf+Qke/dhH+cM/+FMO3bZAqWKjGzV+9KOPsrZ8iZPPPM2ps5so6130yih3Hl9gtpoKhYyNjdHr9Thx4gQvnT3JIx/7SVTF4Hvfe5b25jaqKimWLNY3ruF6qdOYnJzk+PHjKEJnfn6eMAz5wz/8Q9ZWrrK2cpXvPvUEkJb9/9DcolAeYRAmjE9MUi+X2TczQbFUQNOUfJ/k1ltvxTAMjh07hioTvH4bmaQaC9VKHSlVmjttdhqrzM/Pc/Tw4fTaKtks7BtlcnKSJ598kunpaarFMt3eLrZt47oO241tKsUxTFPD97vU6/X8+5EldRmcOV8wvCkjzT6LfymeGSBvA2Vzvez4FUXh7rvvxvN8xJAELGstjY+P53TFGax7d3c35y7KZPIcx7mB2rhUKuX7PhkTru/7KdKo38+d+2vtwey1t+rc3yWlXB868K8JIc6/wX1fC3T6qjH2MEB8EqBarcq90ThzXHv78BnGM2vhZPfL+k6Z4njeIxti5bOhXxiG1Go1Op0OzWaTqdk6RqgjTIvuSI1oaozxqXEmJib4+mNfxFZj6mWbpbUVNrYbWFWDQqFAu93O6T+rhRLnNja5++GH+IfvfYtSqZT3aKWUvPjcM3Tik5TGZhmpVDBEiu4w7AoJBhEqahyjmTpqMqT0DCNkEjNSrXHlwkVqo/uIAje/oKRM+WNqtRrlUp2pqalchzFbeIj9kOUri1iajqXpREJHKYxDZZp+LyQQCkiVTqvH/KFbWF5d4cpmg9uPHEW3y5h+wvZuE01VuXZ5kW6vR6lUYnR0lDAMWV1dJdZKKF4b6bSIWxvIoEun2yHyBxRNDS2yUZEIoWNZBUJFJ/QjQj+6nqV5fSSg61pK3BYLAt9Hs01kEuP7oKgGpmWimyZC04iS60Hb0m2iSGJbJn63QbkgcK6c49jCQUbLJradwjzn5ubY3d0lDEM+8pGPsL29jaIorK6uMj4+zvr6Or3he5RSsru7mzsaSwPX7ePHUK5O8Mn/51M4bokjx34EtDKjYwucfOk073nvg2w0WohtlU/92V+RxC4lK+a2O2/H1icwqmNcWFrisa98HTvpctddd/HII4/w+c9/HlVVeeihh/ja175Gr+ty7doqXj89T3GUHsfkZFqSb29v893vfhfXddnZ2eGOO+5AErHb2MTWVQ7M7st5TB54x9uY3Lcfu1xjcmqaS+dP8dnPfhrDVNENwb7pAzmf+KlTpzh79iwvnTyJqUmKBYPx8RGCsM/o6ASWNYFaNJienuTA/gUEJp1OF13XGR0dpVwus7u7y2Aw4MKFCximSqVSyqF8qjTodnZxHSdXKDJN84YMfa+GQvb93nv7g6T6vTlwCGTOdZV1A/Yew95+95UrVzh0aIHIH1CpVHKd5GT43rJhaRAEuUpTRift+34aRKvVvIWTVbi9Xg/DTJNX00yZ76MwTQabzWYu9fd69pacu5RyfXjbEEL8DWmbZUsIMT3M2qeBxvDuq8DcnofPAutv8vyvGpzsdeJvZG8WzUdGRtJI6Pk3UHOuOQNuqVdxVZMrWpEH7j7B2LHbOHX6HM9/50nuO3qQ3a0N1tfWMEsWH//vH+HAwjGuLKcomXp9jLWlqxQtm2azmbLv1advmBG0d3fwRQG7MkAXFXQhkRjoVpEggShWEFFAFPr4cYRQFQq6gqGoKLHEVFISMF2VeSRX1FQUOuO7iaKIMEmFR2ZmZtLMveNgawax75KoGgMUynP72fY1KvUxTFOnNUi4dnWdY7MzTB44yNXFJdZ2dqmPTSDcPlP1Eoki6MsIiiZ9J51bGEYa5FAker+H115mVDg8cN+dHDg4TyxDvvPdb3P54hrNThdhFFJIanB9ABbHMYqUGMImUkAISayA2/ewCjZJHJAogLgRMZVh9sMwJJGSUFMolXToNaj7K6w8+xTvOHacMUMQhx6Tk/Poisi3Bb/0pS9h6QYHDx5Mg2O5jKqqLC4u5tVPlkRkDsbpd/H9GEUv4fQiHv3Yz7K226fvxcRKAbNS4MXv/R0f+vDDOO2ESxfWcRMXSxc0Oy7bJ89TqQZM7dcplcb4qR//Kcq6S6PR4Dd/8zfzpbdZdZput8vlS0tEUYIX9hEYKMIEtJw1MBv2FooaA6/DqdMnMU2T5773nfy60zSNleUuVy5fpN3z0O0SUZxgaCFCSBRN5ejCbVQrU/zBH/wBBw4coN1u88gjj3D0lgVaOxu4/Q6aHrK52eD8+TMEQcz8wiS6EqIkMXMzR9heb3Dx/FU+97nPYds2Dz74IBoKftDnyuJFtre3Mey0hzwYDFhfX0cbtl2y9ste+OLeJO5f2rLK//V80PWBrspXvvIVfvVX/xeifpQHKFVVkcO4NTY2BkC/l244m6aZb9kLkUr1Zb36wSBllj148GBKmTwMhFnruVQq5apPb2Zv6tyFEEVAkVL2hj9/APg/gC8C/xr4T8Pbvx0+5IvAZ4QQv0M6UD0MPPumRzK0vbh1GEIehXETIRckSZQHgYwgKyvtMix7ts1lWRalsTGazSa7u7uYSYzc3WWnHzFyaIGKrfHYCy+zFcZ01q7i+T1agwGXGptsB11O3Hs39fFJYtNCMW0qlREso0x3c4MDBw6w3GhQqU5Qq0/QajZREklBEQxUHV0mjEifAgJNqzLQPeJijSiRFJI2oVFAUxRkCFLGWKqJ4bZQVQW7MsHm2SvMzE6QBCGKlmBbVSyrQMGuUizU0kg+YqEkCdvb20yNjbPWWMI0EuqT02xvb7PtSn78v/1FHntihXDEolawKd12mKWlJc6+fIrb33kf+xcOsby8jK1VEaZCp9MZMvkVGRkZYcSwUJQKkaESFkKMzjLW4DLvv/cAZVUnSTR6O9vEcczsyD4e+Ol38oUvfIHFxUUs0yQxaykZGwpCNUAIPOmAMJBRDIqBYRRA03ADF2GoiAQU0yBWdRJUZOATxjFRArpdYqRYRum3WHv+m4RblyjHLhdObrF8qshdd72NB991P81uG11RmRqfwO05PP3EUzitDlNTU2TqOM8++yz33HMP3W6X0UoNRSa4kYsUEbosoZkCJxQ8/8oZUA02Gn0UmaDJmFumq/zIvfdx7MghLl64ysryRWQ/4Vr7NLZpULaOsqPoOFsbjJV1TLXMREFy19veSW1sgnPnT2PbOudPnuLyKy8zGAzSqhUVIWKKJRXf7xOEAYkPSB3TKFErzCOSTfqhgy5KBKFLnERESYytKmiWQRyqlAtFgsDHUhTi0EVRTPyuwuUzG9RHW3TdJo32Kn5o8fjXnsR1drENied2kFaZOAgRcUK9XINQZ3tjh9Z2m1MvnWT//v38/M//d/zxH/8xnU6Hz33u0wx6MZ7nUCpbCKDb7tCVO4xXy8hQ4smslSBIEomiyBu++3vtLTv5f0SPXVXMYXCBKAFF0V7zNTM/lGXwWVdhr9NfXbtCIt28ZZNl+q3t7ZySIEkSJiYmcpKwKEqpuVdWVvKN1iyhNQyDK1euUC6XURRy+gIAy4K+670lXP9bydwngb8Zlk8a8Bkp5VeFEM8BfyGE+EXgGvATAFLKM0KIvwDOAhHwP74RUua1bC8F717b++ELJXkViX/m3PcK6GalYqVSwbZTZSTTNNGqFZxOl9X1NeZnZvk3/+YXKVZK/OHv/Ba3HFlgu7VNt++gGTozs7NYBRtN02k0Guiawfj4BLj9XG3FsE1ctw8iwXG62LZNMQzouz5xHGJZBn4QYlg2biyJEbiej+IBqkoyDFBOFFIrWIRhnzgWlGoVFEMjjCMKto1hpBDPbCCTLdbomgYidfDt3RYkkp3GNkkcU525haXVTdxuh0pdYzf0KZVKTM/OsHrlCruNbaamptg/M0uj0eDQ/ExeJmaqTmG5RKGgpgPUcEDc2mV+bIJWY4PqzAztdjddchoOixYXF3nnO9/J3Nwczz77LFEUIoUydPCpk0dLEU26aSIUAxkn6dadmraNpGogFA1N14mSBJWIIBhQsIuMVi2ijXO01xbxthYpx31sNcaNII5cXnzxRT7x8Z/IIWS33XYbW1tbLC4uUiwWGR8fB9IS99d+7df41Kc+xcjICK12E6ffJUhipAAvaSMUAy+2+LGP/BQxJi9eWWasXuM997+dL/zVX3H3PXfw3aefx/cSgjCkbickvokX+ERuGypVTFWgJCFbm6v0RcDS0iKanhJtnTz5DH7HQQqBUFVQFDRFy6GXYRgilAhNM0Aqw+1FQZyE+dxFVVUQEtu2qI9U2GmG6KqZMqhWKjSbTXr9EIFOqVhH101cR5IkJoZWxbZH2CpEyFAgzRh/EJEMIlShYCg6zWaHvtvJE6nJyUlarRZ//Ef/hdOnrzA/P4+qlEiSVl7dFYsFgshna3OVjY2NdPlG+5fFsu/Vb3grtneHBq77mr1BQErJ0tISpepEPsPZC+vU9XRHZG/rWB/uOGQoGdd1GRkZySUfs+fx/XTfZK+2QLVazZ/rjexNnbuUchG48zX+3gTe9zqP+Y/Af3yz595reznWs95T1q7JuFNucO4yflWk39sX2+v4wzCk1WrRbDavT5g1lVKtSj/wWVq9xuK5U1SrZQxTRTVNNpp93NBnfGaC2YP7MYsFTp86z8nnXwYsAj+lhA3jCD+J0GyTntNCUwRCSRgZrVCuFdneaZMogkSGCAVUq4SMLIIoQUkiikmCSEjVg4bv3TASIq+DohgEmqA96GOXjGE7Ju1hZxeAoii0ez1Mw+Dgvjm+8+0niJq7iCShaJqgw/yd97DlOMzum2atuYJjVVB0DV3XGd8/z8a1VUxFo1qtMnrLEa6tLCJEKiSdOQ59rE7HCykqEYbbZjTwqekx+/bNoisGphnmgTQLPoZhMD4+zsc//nFeeOUs5y9eRlV1hEgIowghTIRMCF0PoUqkEqGqJigmEh2tUEGoKoO+g0JCr99lrFYFr0nv6jpa8zxav4MdbGOQoAqJZhRBpsLajuMgDI16PYU/lkol/FqNK1fSZZ25uTm8OKVP3bdvH8vLyzA7heu6tLouhllAFnTW11aZ2ncbf/vFrzE+PsfFdovpiVGuXVvlqSefpGSlTvNb33oyXcLrN6hN1LjjnvuZ2ncbZ9YarF9dpFQv0Fhb4vZbj3L+/Dl0Q9Bqp4Rkhw4fYmtrC3W4nNLvDPLS3bZtTKuQnmutQK06xsToGLNhlWZ3l4ce+jBPfuNpojjEsjTuOHGM02dewjZruZPYv38/jrtNFMLMvgMcP36Cv/jc37C5M2C70WZu/zxmcYJYapRLKt1+gBI4lIslLFWnT4+Blw73sy1ywzBQFZuR+hROL8C2qshyxIEDs2g6PP30d9FNjWhICJbNwW6069/h18ua/yl77zkXVXTjNuzNr51l4dkeyV7Qxs0btAC/+7u/y6/9r/97ylJbLqe7H8N9nWxfIiMzbLVaFAqFfIivqupQaza9FpvNVJEsSRIUNXXqmepSv9/PA+yrz+WN9kO1ofpf86FlgWBvFp99kNnfMocDIIUCUhK6HmtbmyxeuMDCLfvpdndxB038xKPbdzg8fhuGaRLLhDNnzhGGCaqiI2X63GP1Ma5trg8HmjrIBMsyKNvpYk4YJ3T7wbB0VEiEhmJYqGJI3oREKAqGkg2XZP5+giBAsU1UJSHkejmYXUCGbuQ8FJVymVarlZZ/I6P5kBUA38UEdtwBU/OHsGdnabfb2LZN1GqhKyrrK6sUTAuvn2J0u90ujUaDSqWSbqhaRQxboZb0cVcvMi5Acfr0A5dEMeg4PQqFAjMzM6yvr+eQSSEEnU6HY4cPs7G2TqKo9FwfTdOJ4wQpkyF3u0JIBJgIoaDrBWLNRlElSuCRhD5FXSV0Wki/jylCwtYqMgixNDXlTJFDhXspuPPOO9na2mLmwHzONzQ9PU2/3cVxHM6fP4+qqsxZqQL9nXfeyZe//GXKBRXPjxBCo+/E6PYUb3/n23nu+ZdxXJd7D04xU7gFU1O5fO40733nOxifmkSlRql8nmo9QQlNIqGzuuOz3l1ifKLG+O23snj2BXQiTp06BUiCMBWQjiKPtfV1SqUSiFQYfbQqckWkmZkZSmUDRdHwBjEnTpxgdnqKZmeFl868RLWW8pCMjY+i66kzyJzptWvX8izSsAy8gYsQAtd1ef8HHmJ59RJnLl1ibX0RTRaZmRjj9qMHcY8coFwuIRJJd7fF6vI1Li+dzIUpMvSGqgvm5id5+OGHWVpaYmdri0ZjnaWlZVRVZWRkhKvLl1HfgjP657S9c5Xv93GvZ7/927/NBz/4Qd797ndjmiZTU1MEQZALrGebqpk+dLbAtL29neusapqWD18ty0IS5sPXzLKt1jeDhP7wnG3+65z7a7Vo9v4DcrggQCBARBKpCCzT5huPf5nnn6lQrBqcuXSavtvBrowxOj6GVSwQJumKdhIrtFq7WGYNVVVvIPtJkpAw8IjjELtQoVguo6gm3upWepBCIlQNQ7dT9aBYgBKDoiAydJCXkgFJKfE8H7NWQSMilknOdb93Oy/d1ivkVMBjY2NYvTahHyCG73Xp1AvEWo3JAw+z5LXRdrbT1WfbYr5+kMP75llfX+fyhYvUajWm9k/l5EbZRXZ1s8Gu0yUKHGbCGOF0UVUPwyrhxulFn22zjo6OsrKykhMljY+P09ja5KMf/lf8/eOPk0TpVqZuVEBTcZ0+Ug3Ry6nCkarq2HYJ17BQlYRaReA7LdyeQyJ9DOmzvXyREeHh+wGKYhBHgjBKsKwEpOTIkSN51qRpGhMTE3kVNzc3x7Vr13jllVeQmsKdd96JlJLjx4/T2Fik3emDUqZcnuTHPvHL/Pmf/xlPPvUsmhqxb7bO//Dv/ie2N5usnj3JL/7rn6PptrhyscXs3EH6gx2kVBiEFvboPLFisnTpRTy3w/6JOh/9xEf4k0//FY7Tw7INjh07yiuvvMBOp0WnsYmmacwdOkB7fZeFhYWc0nl9fR1NM5ifW8B1XZaXF2k7G7RaTU6ffoVyHtwDNrfWOH/hLAUrXU67cOFCOrDzmpSKNUyjRK/Xp1RR2dld4djxg4yOH6Ju7kfGHiQOc7cf5PmzF5FSUilXmZ/fT99Lg3a9XqdarfKJT3yCRnOHxcVFqjWD+ojF+TM7qaDF+AiWZbK6vpK2lUiwdJ3krfZDfsCWOffv1+fc3I65wRR47LHHKJfL3Hffffn8JJPiy5IvIUSu35wkCcViMacZ8TyPTqdDtVpNe/e6uKFqyNo8cRzT6/Xe8Fh/SJy7RNUkms6wHRMBccq/IQSmOdQQ9PdGzeuUvdkqfvZ7drs3e9+rOTq8A0gVWyswNb6Pe+87yunTp7mwuooT6xTq8/zszz3K4WOHKJVHeenlq0R+hb7Tprm7hWWriJLF5uYmqqHT3N6hWqjR2umRyIStnQ6jCgSOSxUTEUj6JESWjarE6IYgEkUURaTKM5FPEodgRxRsE69rIc0SMk7QEgVb0RBGAZQyUlj03AjTHErsOYJkMKDZWOXg3BwYKna1mq953zlapppc48Irn+HIHQ+xlhTwXJ9EMWh0B+jugF6vQ61eYHa6QqWUtnvQQFVNWr0esetSclvYboOakjBWjghDSdPtIYTANkxEIul30991A3Z2GszNzeH7A0qmwFJCbpuf5IWdNWS/jxKmOF+F4byESepTJfRKjUCAlrQIei2c7haJ2yHsNIkDn4SYsu8iTEEh4yDS0mdKYpVEJnzvqW9RfN/72GnXmZgYw7bTdtw73vk2Tr9yipKtYaqSxXNn+KOtNWYOzHDw8C089fXLyOIED33kQ9xy6BBJEvOBDz3IjzxwhD/6//6UZ0+e5dhj32Bx8RI/+VMfp+Xs0Nh2+N7zLzCQEmNsHN8vIymxG+r0Nq5iewPKdgEvGPDpv/kcrZ0NTNOk0xzwzFNpK+vgwgKVSoWlpSVOv3CWcJg0jI6OMjMzg2mU2djYYGe7jecN+JmffZRms0aj4TBenebCxeeIwxBT0YjDmHfe9zDfffrbdNtNRusVZmdniRWXYqGCoReYnJxg38wEYRiydHaJyokyF3trOXLDrC7Q3mnT6/VYXl6m3W7jOg10XePe+ybo9h06/S6eF7CxscVf/uXnsSyLODFIEGytb1CtlImcBpZIs8+ElIhrr2XomBtIvN7EXtWekdpr//0mUxQFpELgR8TJ8Nob7ppkz5GbiFIuaxjevppjPvMtOUw76ZOgsrR6jTvvuxcgZ27sdrv5ZmqlUklZV4cVUHbsWesma8lUq1XanZ18MzqbKSqKgud5jIyMvOF5+iFx7qnl/OMyPYEZUVPgB3m0u9kynuSs5NvLWXEzF/Ne/VSZajtgWmlEzaLl8vJyfn8h0jI/iiJeeeUVoihd78+y9azMyrgwer1eSg1bTPluVlZWsLGxLBsnDNFs63o1gUARe2Wrh+cgiFGLCt2+g6sUEPGAkqYR+QHVog0iHaRWKpW8NDMMg4Hj4Ps+V69eZbKUVhWqppFIyXg8YCTuMT85ytry09Qmj6KNT9EkYVfTiIoaVmWKQeCzrQq2O500SAoNPwbbKlKfP4TpFeHcGt2NJeyynhN6lUolZJIKkGfB1hsMmJudxe330/XqYpG19RUGXh/dUDFjHVV18s9MQSFodljfusj03H4cL4TAQVMlut9HkQGRTJedDFVDU1MxFbjxCydl+kW5sniB+kiZ2f1HuLZ8gfr4FJVqjYHXZ3J6iiSK2NrYpFCtE3dd/OVtlte7LNz3IY7e+y4O33kPX/rrL3D44Abve997ePmliJ//uV/hy3//OP/wjaf4wAcfIgx9nH6Lb3/zHCJx6bfWGPQCImOO8kQNv9sjERGGVsdz+xw+cJjz51/Ir8NMZNn3fdq7PqvXUj7woj1GoqeInt3dXa5evUqhUGB2dhbDMOj1enz1K9+mUq7R3vU4e2YJy1Y5t3ienY0tpiYmOXPmRXy/j6IodDpNNjZWMEsa7VaPQwePsLq6ThDeRhzHdLtddnZ2+O4zLwHp7OrJJ59kt+Nx6NAhHnzfB5BSYWP5FIPBgKXFJQZej7Nnf4sPfuCj/Mg73sP++cO0223+/LN/ThIM8N0OV6+6GGqQ7338MFhOcfCDg8yzu7vL9vY2k/WRG/hpRkdHcxRfhpjJeGUyDpksg8/amdm8MQsMeyHi/5TcMj8wywYXvu9jmiaqquQONi1jrm+Evd5jb55qZ1Pp7O83b3Ol/e60fzUzMUWxWOT+++9nfHycb37zmzeIfezs7AxPdJRj5bOhx2AwyI9hMJxg+76PUGLskkXdrhM4CXqiEQ/fk1RVNKGA0EiG8D5dpE6qbNooiSRKYmJDwdlqMDo2gqEbhF4fbUgPuldZ3fM83vfww/zxH1wgCQI2vIBqtUq9Xkd6HroqkJGL4QfcMz5FUNwmDh1Wmz2cJMHVpohUcE/mlgAAIABJREFUBXNsgsQu0HIUVMugFQao9SqRIiHcRERbSMWhWlZyfHYWNOMoYXJykp2dnfScBBFOKxUCLugmu7sNarUavV4LRUmwLA1l+NlYw8A8NzPG8WPHsG2bp578NuVyiXa3g1qyUZQipaRPFIIiDISik8RB/llmNtRgQShVzl84w5nTp5icPUB5ZxepmOybKVMrlamOjtBstej0XW7bf5hf/43/gFWo8hd/+zhtJ+TMuSU+8egjPPP0Y/zW//mfufvOdzE5NcLP/tyHWTp7gXPnTnPrrbfy9ceep+uE7DYvIaM+RBCokl6rjRcOKCsexeI4I/UCZ8+ewvcdbr31Vp566ikqlUr+GQo1oj9o47gyhca5LhcuXMgheN1uN5VMHELxNjavUq2MYhg2je0telGTna0GRDGbW6spBUY0uH5uJHS7KW3w2toaOzu7eH6aEOzu7nL+/HkOHTpEtVpFCMEDDzzAqctLtNsO250u3bbP1vIqruumiCjDYm5uBqTKyy+d5oknnmBkZAShxOiGguv4QJwPI78f5/5WIZA3i3m8kWUbnTm751ANKn+svGmYq173HUII1JuCwWuhZrLXuf/++5mcnKSxusbIyAi+7+ckYJmeapalZ1j3jLQvs263m/O8K4pCsVi8gSu+XC7f0Id/zff8pmfln8mSJNnzZsQN2dj30xfbe7Jfi5/ite4/NzfHvffenZ/I6enpHI1iGAbXNjaH4sQpC2O1WqXX6+VCt9lqcSBDfH9AksSEgYdupbw3bpQqyWfHFEURfiKJRIwmE4RMiIkxdBVdKvhD7nk0hVKxCIlEyASF5FWq7JBG8EwvtWiaCNOmLNOBHUIQJToeESUjQWg+Y3GTgmJyfNTE0FRGSj6Nbperu1dYutJm/VSHnW6boFLEnp/BVcAMStSKKoXdDUaEZNcL897fyMgIgZ9qu2awLrfbTiFcEmzTotuNWN9Yw/MHGKaO7yfYSgpNzaouL4r51hPfplIssL21xqA4il0sY9gFdNOmjkvfDRj4CZXaOL3e5qs+8wzzbJo6URRgFzTW1laIGh2CRGdpOWF8ZJSFAwcZGRulUB7ht377/+LUuWv8w7e/QKvnYtUnKPcdLiVtFg7djqaMImOV+kiJ246PY8g+UsacO7NIpyUZxA5xPGwz+TrlQkTHaZJ4PSKlx0ZnwIkTR7lyeZs46nPy5DJjY2McOXKEnZ0UgRKEHVQt1cCN4h6mYuXXS4bcyOYHg8EAzVQJY5Peboted0BhpIhlGwT9AbquUihaFEspv7jnefn3SDP1HF6Z0S9IKVlZWeHq6nY6vC2VOHnyJGeuruB7Md5AoggbpZfyoiQyJIwSrlxZotvxh6Iwkna7m17/gQdIEAnwA0yRvw/LFn+2trZ+4IPdw4cP55S+vu9TrVbz4DYYSlpmMOY4jun3+1Sr1dfMxLOWcuYbs25Gls2/kf1wOHepEIc6Qk/RE2AghIqUCkkicgealSxRFL1qHThroWROPHvMXkqCvYREahyiaypT4yXe/Z67CQKfs2fPcMcdx7n11iN8+tOfptENqQ00NrZcHEfkJVKhUGBjY4Mk8CEKsWwb2zLZDhM8N0SLI2QQYsgaSizQhSSK+thWibZ0USMLJfAh6iCLEygKiCRGxBG+2qUbxngxJKHLuGWDLggMDcWwQZWE0YBiyUwn6bpJEoTEQhAh6McJZthFoYqlKghFw1ADikYJU+hosU7s91EtDUVGiFCh1XYQSY8JuUvVkNhTXVZ0ly21gNvcJgg9dF3FGBiYpsma41BUaumma8fBVR0GgzQbiX2PydEarp7CtxwvhfTpIkFoAmHpmCqEupKKfg8zl6x9ZtZHUBSF20/cm9PsRlGE73WI4mjIpRNjah6FkTqO4+QVlqZpJFGfcn0c3SoRRhK357C23ePw3Q9Sn76F97/jBJ/97J9x4cpZvvyVv+X5Fxf5v//ky2w3u7Q319ANlU63yy0HH+TkKyscv32C+tgMhw/W0JIOznoDS9P4yR9/P6deXuL8KYVuq0uMjoOGVqoSoNPrrGPoffzEoSgTLr64DV4fr9/HdzpEA4edciGdi7g9pqvzeLstCoVUvMGuFXAch1YrFXdXIw27bIGI0TSdW44doVKpMVKb5OTJlzlyYJ6nn346H2p7fQdniIzJv2YCRkZH0FSLsbEJpqamcJwulUqJq9cWCVyfrWtLtI0KXiugIyMURUNFQxURMQlCSVBFQhgNUDUVz+8hCQjCPkIxSSIfRUhEnGAKNafBvW7XNz/3bqO+VgL3etlxZnllPgzoWdWGvDExVJS00vy93/s9fumXfomdnZ3rehGvU1Ak8XW/gpKKnNx4TK92nRKQScj5l55j//79lGqpLsDA6+V+SVHT4w3DIGdizVow2XnJFpSy1k04/B7EcYimk2uzvlYnY6/9cDj317EMhaKqN14gN+sf/mMsOzGNRoMvf/nLPPzww5w4cSdPP/00MzMzFIslvvL5z/Ktkk0v0EnkKL1ej+np6VywO2Pf2xtIkiQhjEN0ISiaGiIO8D0X1TQp2Tq6SI9dMUzKlQkiaWAooMSSJPQQEnoDl4iAmmpT11UGwQAZQRxJhEhXkLPonWFpM3Fr3/cZCI2BFxAGLqOlKkVDo2TrmLqCpQlMQ0NJQkQMQRQTRj2ipE9IjBMKeomCJwyEaZCEEZqS4Lr+DefO8/s4/U6K5ujuEnoDJiYmiFVJv9fCdXv4Qbo23Xe9G/j5M674ckmnVCrdQPKWOeq9NM+2bTMYDBivFIdBPUXBjNkVbtl/8IaSP4yKoJqEfsLUyDhheZzZ2xbwrDlagc4Xvvg0RmEfX378P/PyqecwCmOsbm2BMAkSSUHXOXHPXfzlX/4lcwdOcP7MJpYVcOvCCeJowDPPvszD730vo6MlqjWLA7dUOF6+m5XNdS5d3iUMSoSeg6WX8Poubt+jG/WI45hisUi/30cqJppp0fdiDKOAohdYXt3AiyREEV23gzlIhVEyEXTNLDIIA3zfBRHjnzlHvTZOsdBgbXUDz1GIkgqeG+EFBQqFArqaklPltLVJm7W1NWSi0my26LQdJBFOv03gpxVhIj2CsE9zdx1XS9EemmphW6lAs2maWHaBsfH92LbOg+/5IIuLi1y7do2LFy8SBAEF842FdrLP+p+TZuC9730v6+vr/PRP/zSf/OQnf6Cv9dd//dcUCgXufNt9PPjggzmFdLFYpNfrUR2CHbYbi4yNjeWyeRlH/N6ZH5BDJzVNAxHR7XZv4N56PfuhcO4SmQ8K9pahkOHX4xzjnQ0oMhWmLDLfvBa8dz1373ZX9nMShqCm257vfve7OX36NAsLCzz//PN8+9vfZjAY8M7j+3nh7BnWdwI0S6Ia6etmA9UMjZNxP2zvpLzbti5IRMJorYLfdTG1BLtoQRKhqxGKkEhFo+V6FAwVKdKFEM1QMf2YrmyhqDFTlqCSBMQDDxlBpkU5GAz2zCNEnvlmUd9PrFS4QkDVUijqGgVTpWrr2KaCriZoIkpJyuKYOAgIEo/dgUvL0biwvsPuIMI1BVbBRFdC4vi6IPnk5CS7uztoGkiZBhlDaLR3t/Iesed7aLqGlBFCgSiK888okxWLo+uY3YyzfWJiIi9VMx6Ofr/P3NwcYWcTf5DqSYZBQKgqOL0bUy9Dt0hkjKppyDimMLmfsLSfyakjnH7uOwRBF11X+LuvPMnEZJ1+v0+j1eH2O95G0TZ57olvUKiU0DSNXq/HzOw2t99+F1cutlDlDo9+/EfxPIU//ZMvUSyWKVUUiENmJ8apl6cZ+AWWr5xiudfD1CFRdcIo3ST1fT+ltpYGiaqCXkAvFAlpophFYj89R5EEI1GRiYpAJ4kVfA1QNBSrQBR7uP2AUiHBiT103UK1Cqh+SOh56AWNRFUxTZ04DpEybecJTZDsqWRV1SRJBJZZwu17CCUBEkplg7m5afqRg6JoVCsjKMLAaYf0eh12mht4voMQMYZeQVEUlpaWcnWg7DpRlesJWFZ1Z3F4L0rm9ez1/u8fA5l+6KGHKBaLPP744zmR4Ft9riRJQMY39vdlcoPvySwTsJdScuHChRTpZJrous7k5GSO6qtUKtRr4yRJki8ywVDEw3HSazwMcRwnn820Wi16Tgtd16lWq2963D8Uzj1z7Ioih/Sscb4ZliTJDTSTGV9M5rgzJ3vz4HQvfGgvq1t2P9Moomsqd911FwsLC3z+r/6Gb33ziRyfbRgGdVMlcjoEfegPOswcmMZxnFwncaRS5vLlyziOw87ODq1BiKEIVKlQrhSxDA3H97A1nZFKmW4QYCgSVahEkUQ1bAxDI4kCoihB0wS6oqGoKhERZU1QQ2Gz26ZoTiBR0PbIC2bBRdd1BoMBU1NTKWQtSuj0+pQsg6KpU7ENykWTcsGgZGtohERBCDIm8gYM3D6u9OkHERuthM2Og1qsIXQDVCiYJrph5lnk5uYmQklyuoEwClB8FwUw1bR8NE09ryyyQVYucTjUklSE8Sra13a7nZ//7IsnpUwFEISkUiqkW7CGRsfrs9rcZHR0NL8+VM3CsMpEns8HPvYIG2qNsfpRrly4hLv5IoHmY5llXj5zlofHP0Qs+py45z5On7mEPWwZnDp1ive8771s7QQcWpghiJo8++RTPPQj7+KlZ9usbV5GkSP8/Re/ztXVUyzM3sLhY3OUKnU8t0Wh6AK7qOL/5+7Ng+w6rjPPX979vr02VBVQAAECEAkSXCBSskyZEi1Zoty23Arv7g6HWyOHw2OHbM9ML3ZPRE/EdHvanvB0h3vGEROeGduyTLklL1qsthZLtHaR4k6AALFvBdRe9fa7Zub8ke/eegUCJNWWp9WTEQiyqt5y332ZJ09+5/u+k4PuISUl5c1xHKRjFKdhvYnturSmdxFUXbTtjI7nAs/zGQwiPC8wm7bjAoo0SZEaHG3R7fapVR08t8Ig62EFgFJkSUKcSapigBx5nkgtEew87WoFYVgvpfCWkGitWFm5Tq+/iefVUAouZtfwvJA00wihEZYcJWCKM2cMF76w0zbQJ/yXNRl45XAch9XVVZaWluj1ewT+q3uh3zhey0iseMx4fFpeXubjH/84Ukp27drFxYsXmZyc5JOf/KRx7gxNZ7jJyUne/va3c99992FZVrmuimStgGAKvUZhOfKan/nb+oR/T6Mo8Chlk2cWwjIXblsOjm2VN3S8gFDc7AKiGZcJj79mcbQvWvEVf7dEhlsJuP+Bezl55iXe8cPvY7JR59Mf+wgnnvgG9915kKmmh4wdRGqBO6Di+fQ6XfI4IXQ9cFwyDVGWE6UZtuWQJwnVSotdtWkcbxJXrFL3M8JkC1u7uKToIMcLfIStUGmVwHeoWimhkNTzLp00QUYJjZpNXbnYtiTPEtPZZrSZjStynaBK6PjYfoWg1oQ8w7Ic/LCKcBy8wPy/69koNEGm0dj04h7DQUqa5uSpRZJWWE06VBZuN13dtUQmkgE+oQOeZZMOI8JR4bm/tT3prLBJHEfk0sAGOpGkuclUNRIpcoLQbEJWoUUYNWtA5kw0amXGHrhGvBTHMY6t8awEnXeZdqusrq/jBh7aElxvJ2xu9llvb0NGto6p1Kf59d/6fzi3HnP8hQuosEPU6yDzBp7qIEWVjZ6is7WBX5sg31iG9YvUplsszM4jpWTx5FkeeeQRHrzzLv7kT/6EhckZmvU6i9cX+cRnvsrkRJOZuV34wTFeOn+Cq2sb3HPnUbJhyqXzz9JeWytFVFLF6JFoRmKjsgTsGiINkJnAytp4qsVg2MNTGbaWqEwTuAaesrQmEAFR3MVKUiyRIWxFGqdkrvFRyns2lUqN3qCDrQVCaVLhYjlG1o6lcWxBEhu3xyiN6UcVHL9FJjMQOVIqbNtBiAy0jUKiHRvhuaQCAtsb+TY5xEOB44SEExOEgUd71LmqQmK+U6vUWgOQ59tstfGMXTvWjt8D2N8uWnMjR72YCyMo495772WQZLhhlUqjRWcQvfLBtzIfEwKEhSU8tALFTmFkQYUGSFHYGM9zW4NQGp1LHMsCqbh48SIrKyt4nke/30dnm7iWII16/O0XPsunP/kXPProo8zMzHDbbbcZI8CFPQRhFdN0UiKEgWBfq1EHfJcF93KovPQmL25kQQEaf874f4uJcatKeIHfl9SjisPRo0dH3PYNhCMIPGPTWZ2cZPf+A3zmqedYTQIGto90jBo1juNSJTpupF+8hzd6/5mZGYbdHihNUA0QtkW/O0DkmlarTtUXaK3Q6RI6HaKiDv0kojVZw7FsqkFIFid4NdPtXIyuXyvKSnuR7fb7pg2abdssLCxw4cxpWnO7SggkDN3ydONXAhwh6PV6xGlCb9BnEEdIEdDOJNdX14irUyW8UlAt6616yed3HKe0/1VKjdgSpiO7jQ0CLM8uW+QV2TlQPgdAjOkZirZhjuOUG3IcGUZHnkRMtlr0tgZ4tRq4NidPnWIzVSAg09sLUyifjfUef/mfPsvlrZw7D7yBo9/zAE994xsMfBvCWdzGHLXZfbxw7hpvuC2nUasi85iVa1cIKgFKZqyud/CCnD/7s48yOdni8OHDXLlyiaeffppud52lxfO4lmJ6osWxow/RrNucOv4kG+vX8QUcO3YvFy9eZG1tGT/Y7q0JICyTyQ8Gg9IKALbnuJQSqRRSZUiVg1AMok2M2E9gBDUZYCGlRgiIk5QgUCMRoIUArFG/wsJy1rIVq6uSLI/J84xut0sQBOWaKU6BBd1RSh/P93H9CtpyQQ4BReHoGMcpLTuhu7VOPFgnz4clN2Y7w/0vZ99b4Nu/+Iu/yGa3j2VZvOc97+Gxxx6D/NU54rcaRVY+njkXMci2BEJDJQjxXY9EaoTS+J5L1B8QpQlKqW2L3+62wjRJzN++/OUvl5YFtm0zuWuGRx99lEOHDpX+WkVy91qtBr8rgnsxSuxKmCBcdP0uGDKlp/lo19xhJDYmFoBXOkuOt+wr+NnveMc7uHLlCkmScHBhgcsXz3Pq7Bls2+NLTz3Ham9IT1eJ0TiWMMZOIwuASqVCquQOX2alBH4YlhTK3mabimVTq9XoxwntaICOM9LoMrltY+VDZBqhZY5jC9M5PclwsVAahNyWHPtjJ5IikBfCrqIzelFkXVhYYG5ubnRMrqKUXT6vUglpTTSpTDSpDQbktuD6qbMMbcmp9TbSMcE3DMMycIdhSJ7m5T0vJnhhyDUcDlEqxxp5pyMstJZlsE7TFMW2HWrxmTzbLRucF/4ZBQafJMa5shK6rC71ePbZZ5ms7aI1NcnWRodIW2CNXm/03UspQQhmJltsrS4TeJOcPfcy84ePGEWwTHCtClOzc9Qbk7zwxFdpuRmeK1iYn+b4c09z9I1vZGVlhaXla3S6W5w99xIPP/wwSdojzfqceOlZ08w7T5A2LA3WWV7p4XsJy4svofWAzK7xjW9+hQ984AN8+MMfRgi7NFQzk9PG8xzCilnA/UGXarWKbdsGHrEslErROh9BlTFuqHEdjzx3qFRqBK5p5tBsGB51ksV4bgXbzkFb+JWQN9xxoDzi93o9chlTqXh0e1u0O5sA5Vz1fR+V6R3sMkspkDmugEzmaFJjgIcotSVRf9M8TiUEribPx1gm3Bw3fy0WzI2Pe63nj8N35dzyPPbv38+v/Mqv0Ov1sG2jxzh27Bif+tSn6Lc3ywTm1caNHP1XC6qWAkdYhI7H7fsPsP/AIZ566imCICCKIqKRYKxSqTA3N0fH9UpDsKIhR8H4K95jeXmZD33oQ6VFsO/7TExMMD09zb333vuq1/5dFdwLHBmxLU4YD9pFQLOsbdfH8aJqsaON/76gExUYfBHYg8Dl05/+NO/9kX/A/PxRlq5d4qtf+yKpTA3TJJdIKYijjGTQZ9fkDHlilcpUrTXtdrvknxa8VndUrFlZWcGKE6Zm6zjCot3rMkxiYkad4AEn7+MpQaY0wvJB23iOQzrsIpRGZfmOzwSUVfWi81IhIipweK21EZMIQ92MoojIk7i2VUqchWtTrzYJahVm98wTBC3+4itfYiuTJJZXuteFYVjCWS5uWbCOoqi0T952zjML3vMFCFEyzMp+kagyeBcnnXSwLSopNpJC9VoUvTaGXQDq9TqxhIvXloiyFKdSY0ZTtsubnZ01DTiqHnt3zRFrh1OLF1lLKjz9zLfobGxAPETmQzYcB9KYN997iGe/9U3uvecI//infpy/dBRfe/I0Bw4coFlX/P7/+Rjv/ZEfYH19jeFwwBe+8AUWFvbQ6ayytdFHpiYA50qyvrLO5toyvi3IdRff9/kP//u/JwxD5mb3cvjwYaIo4sqVKyiMMG9rywjhPM8ps2bPM9x0bWfYjgm087vnsX0LsLFFxRTishRnr0O1WuX222/nuRePc+DAQXrdIVoLoigBkRBFEc8//zy9Xo/WRI08jxlGPSYnJ6lXd3HfffcxPz9PmqasLi2ilOLkyZPGRXXpKnluk2RtbM8IZopExrZtXM/Byl3SZMDM5Czt9TVer7N6sZblt+cG/qqjCNSO43Do0CF+9Vd/lcHAsI78ar1MhH77t3+bf/Uvf512u/0dZew4wiL0A+ZmZ6n5IXmc8t//yq+ZDV5qRGCVxVaA+fl5VldXS8+Zm32WdNR5rKirJUlCHMdcvHiR55577tWv5zv2yf4O40b2i7C2i6ywHahvJlDyff+mBkDFplDAPU5oYynFXYdvZ356Gsu12H/bAR7/4le55+j9fOOpr3HyzFV6Q0maSMAiT1NTLPRcWpP72FheKt0WsyxDpRl5nFALQnSWo6wQO3TJ4x7rnTWmPYUb1IjIWYsy1qSNtgW2jtC5JlXanNEdgecZP5Y0HeK4EMcZ/WEHISZRliBRKbZUDDOziRRZoBgLpK7rEoYhehhhaRjEEe3BkIYfgI4JfZfuoE9oh0Dh5aG4+813ceDYEf6vx/6SkxeWWK9ktKansHIbOw9xlEfsJUg0luPgBQGOsOh223ieQ6USoMQQpQzVMY4zHMsbbXyGtmmjIJMkSVZuTMJXO4I7LtjWdoPzaiVEKZc0DXArDTobmySbKVO1pgmEo0YPDz30XpaWlrh06RK79x7kjrvu4syZMzjpZWrOHq68dBLHhdBeQ1Nn7dIJdLRBvDlFa2YCr1bjC1//FoldpVb3yPIBd919iDNnzjA51wDp0V6NiNopm0tnEEIz0WqQ5RFpGtNZu2AwVC2Jc/CEJIvM58yQnD3/MnFq+rNKnXL08J1MT09Tr9fZs2cPp0+fZm0wYN++faysrBj2hJS4rsvS0hLDQYbqWmR5nyRZYiW4hFY2tVqdwG9QrbSYX2jQmnSp1po89+xxlpdX6fV6PProoxw7doxer8fWIGGrvYbOFRvdBPQmSdqnPzAe7LZbZ6rVYmZjQFCZZHZumiRJuHTpErbIsSywhSBXAm17ZMJh//7bcR3Fi889QT/ewh4VpZV69aBdrE977GF2AercQg164yh+X6lUdsB6b/7eR/jRH/1RNjsxtu0RZ7lpvu6FeL7PIEn55//sX/Ebv/HPMfDWrdWz2zFnBOPcgn1oWRa2EExPVLFUj3gQM5AdvvnlIT/2o+/h5bPn+NbTL+DWaqQqxxaKKEsJalWsQR+ZZZBv34wiASotkXOzMeWujZUa8eOb7z3G1Uunb3nt3xXBvRhF9p1mcZmFAqXP8c0c2Qp3txuPSsXGUGBjucgIRkIZKSVKKJaWlnjqqafYWG9z7vKZbeuAG26L53mEYVjyyZMkKf8VvueDwQCNYXNs9TeoVhrIxIgXCugGtjeosiAqtqmbjuNgW+ZI5nkeUdTf8VmAEsYoNkPP89Bjp5Y0TfHGOPdbW1uEaEJf4LoSz1PUPZtKxUFojRZQEzkKxS/+7E/x9PGXeeyLXyRZ38AKm0hb49dCglHLOyEElknOsSxjUZxlKVj5dhctsc2YyTJjDes4YWmUVLAzip6lpU5g9PniOH7FcbhoUtBqtUq+vEojWq0WL7/8MrOzs9TrdR44dozFxUVC36derdLvR8bfxA+QicSrePzUz/wUn/2bL3LlyhV+4Rd+ng9/+MMcPny4hNu01tx3332cPHmSZ58+ycMP/QAvXn4KJQWuE6Bkn/bmKlkWISxQMscSUAmNKMVSWfmdWpZFxfNZWV4ySkUlWVq6Rrfbxvd9Ll++SLfbpRMnVAMfoSRZHNEbDEsordVqoZWN7QiGwx5x0gfjToTnOVy8dIF+3OZLa08xMzNHGNTZs/t2JiZNQ+ZTp04ZNbXtoskZ9k2npOEg44lvPlM2DG9v9dm9e3fpEYQ2hbsCNquETYQGJQTCDjn0hjs5evQoZ8+cKFlOvM5EvGCVfCdGkmVkUtKq13nLW97Cux/9EaIoolqtkuc5k5OTDLNt9ollWYQjfYX1HaD1FHFrot4k8HySYQ9b56hEoizTuObee+/lyuJF1ra6hEEdxw1JtYlr8/PzXLx4EV7H/dBKITW4ls2Db3yAv/jUn9/ysd9Vwb3crcTNP2QRsApP5IIFcyOWW0iqYbvAKmywRhj1xYsXwYbhwIg02u02URS9wkKzmHy7du0qC4NBEJBlpjHFYDAoA1O1WmWj02d9OSawNKFr49uVUmKcJAlaBCi97Vdx4yhOK3EcM1kPSXub5fUXTJ+CJrjjNGPpkkecZRm20nhBQD2cxJYpvWiI1BYr6xl+ABXX+I1XKhVyKahmKTpOcOyU+/fv4q4PvJ+VjQ1+70//DH9uN6nVgczw6C1hYaHN6YrtzUbkCguB4xroZRCNurS7giyPUcopRTBgetsWn6mAzDK2+88W2H6BxTuOw1D3cBynFDUlOufSpUssLy/z/ve/n/vvv59ee52KbzPRmGb37MM8/ew5nr9ynVTX8B2Hu+66i7e+9a18+Wvf4ODkDB/6o8d485vfwvPPP19CFK7rcu3aNbJbdsLDAAAgAElEQVQsY3Wlx/LSBivL6wShS68Xo/MeW1vrJMnA2DjLtKSnaaVIRglFAS2J0c8bK9cJgoC1NKc/CPE8j1qtZhodDxOuXb1gKKJAs9lkdXWVdrs94vVr/MDFsjRx0sd1bcD4ldx/34P4UQXHqjM5MUun02N5Y4uz506UGbKZvwbq8W1IBj1wXZqNGo36JL7vMz2VcezYMS5evGjaLPaXqdVqDAYD00i7Os2+fftw/BrYHkmuOX78OM89+wRBENDvD19zjRdz9vVQ+YpxI7Y+/rNt22D7/Iff+3elA2NRm2u32+zatYtut4vlu2VsKLyZ3v/+9/ORP/1jk5y8xnuPX//NPpOU0rQ0HEaQZQzTGDGCgvr9PouLizzy8Jv4m8e/TrsXYePjVbyyxnTkyBFOHT+x4/VgJ0FEKYXQAmELdJ7zxntf0UNpx3hdwV0I0QL+b+Ao5gzz3wCngY8C+4FLwE9qrbdGj/8N4AOYffxXtNafe7XXv7HRxrczbsSkxzH4EsMHLEcQel5ZmHB8h+mpGc6du8TGxgZJkoywa6f0ECqKG/V6nV6vVwabXq9XCpfq9TqVirEkdvoxyJTZmRaeA9nAUDHT7CbUqxvGuCINjNvlwuRthpLo+yjHIQw9cscUIYt6hGVZuKMu6sUmI/sDer0elbpPxfexhQJH0ouHxHlKnGucXOMow2LpCxfleaAUngdxe509U1X+xw/+PH/9lSdYXFsnHhVxTeYDcsRXUzrBdjT2qJBGrsiyeIQXjxXnRtaqSZKYdnZbWziOQ61WK+EzpU0htwj4cZSX974QORWisXq9TuAIDh06xJ133lniqUIrQt9Da0U0HHLvgVmud1ZY7rfRWZOvfOUrrK63CSs1nnj6aVrNGZ555nl2797N+fOXOHbvHfi+z8c+9jHe+9738o1vPcmXvvI54t6ALF0mSVcZrm2R5Qkyj0FIqm5IFg9xbBvP90hHzKBigbojxoi2HISWKJ0yjDKiWNAftCn6BEe9znY2a1fLRW5YUvaICizRSDQpaJN2Pvf8UwTVCoNBxMrqdXw/IIllycYxlg0ejWqFXA7p5gOiQY/MgTTrk0ujjIyGksXFxZIVlWdbJVMtiiKuLJ5mq3OdI3cfI5Ga68vr3HFgL7fddhtnTj1vEp3XmOffiYx9XKh49OhRfu6//SAXL17k0KFDtNttfExBvl6vE0URw+EQkZs6UuGd7lrGx/+xj2jiOCYI//Pz3IJcQCbJhjGOkAhhvLKKjdHxA2Tqc+9dd/P8iRPEeRdHGMveMAyRUrJ7926uX7++Y0N5Rbc5BCiwLRvvFdYO3PDY1zd+F/is1vrHhRAeUAH+JfBFrfVvCSF+Hfh14F8IIe4Cfhq4G9Mg+wtCiDfoV+2jqpEqQYyUqMVRfXynLgQ7pXdygdmNfdFASbkrZOxF4HeVQsYZy8ub2LZNrSJ48IE38RM/8TN84W/+lo987KPl7bAskDIjyW0q9RpSQC5MMw7HsdA6ZzjsUa02ysJvHMe49gDfsam4gnw4hASkshgqjRQOXm6jLVV+ZmP8OxJwKY2DQEsLN+rRzGz2z+xlgIVlu6RJSu4Y8Qq5BqVotlpIKYnyGMuyETikiSaVGRvtNbTykc0qrsqp+AFVt8rGqgS1RXUYMStzKoEP9TqO44NtTg/VhuFGtxyLn/+ht3P58mX+4DN/g1WfYOhN0JawK5VkWiCFh+N4WF5UnqgApErB3mYXxGlaFnSLJga27RNFphuRUhahN+JAj76zsFpBj5gaYRiSdTMa1SqdrTUcEfPmN70Jx3GYm5xmZWWFfruLjBM2O52y0DwYSvY6AXmWkNfqzO7ezYXLo+5EKmWtvUIUhxw7eifv+emf4Jtf/2teePEM/9Ov/w+8dOI0dZWxvnSOKNlE0cP1oOJDrDWhu218FlYq5aZbtc0cLAV1o2J2sdEJuU37zfMMJTNy3R3NvdGcz03RutGsYVkOg2S80AwiNtCXzHpU6tBqtmjUHZaWloCQNOth6JUplhWjlGI1NgwZrTVKu9gM8ByBZwuCao1hb5lh3+hFhsMheZ6OQW0uKu+wudbm7MmcA/vfwO0zda4tXmBjdQkZR7haI2+Rn41vVLcar0VnLu5f0jcuix/84AeZn59nc32D6ckpri9eM/MtCHB9l1RLtrbMBtUMaiW1OggC0mGPWCr+5//l3/JrH/wglvC2P+tY3CgaZyOK7N5cYy0IjZjR8fBtl/0T0/RXtvBtB40i15Islgg7pbO6StVxaAb7ydKIuw7u5erVS5y+dJz9B9+ACCaJ8KHVQ/SqxJ0+rjJ8f+XupHorSyNUygNvPMbGyq3xdngdwV0I0QDeBvwTAK11CqRCiH8IPDJ62IeALwH/AviHwH/UWifARSHEOeDNwDdf5T1KR8YiuI/jzJ7nlc5oxSiOM8ViGDcMg5FH+NiXlOVJ+bhKpUKrNcP8/DynTp3iy1/+8o7rKfxPXDcsO6IMh0P8Eae9wLzBCKsK/nuWZYSuMyqugLZGlgjqtYG9osgoc1EycnzfZ7PbHzEpHITj4thuWTgqcH+33kApa9u11HbIckWn28cVippjk6WS3M3REpqtCnmm6HZ6bKytMz09WUr9fd/H9QIqVRPgkzTnyF1H+eVdu/ns49/g/HqPMGhQmajQGcQIYZNrRUXbKAzPN03TkmPt2LZxhgy8cmP2fdNS0HMNxCXzDNe2yNmpRtZSkUQxjmUjsxykpN/r4Dsu3//I29hsr5MlEZcuGIMtKSXuqMjabrfZ3NwE4eO6Ds2mT9cyGZ1lWWxubtJqtdgaRszP7uLKpYu8/NIJPvPpz/DDP/zDnHn5JdJkSLezjlYpldAHodDkODW3pKPCNjyQjjawoiJYFL1TJbdNrm4YxTwSY81nwBjJZdGAoTLBNtPGBExLgWsLqhM1HMdoICoVi5Vrhukis4x+EiPznCgy82/Q7+4gJDiOg+tYKGXoxteuXaPRmMBxLJLEuBa6ro2UJusv7GqHvT62Dd1On8uXL6E1JFqSJxGv1XH6tawG4NXVn8XfkyQhqFf5pV/6JdMOMhpAUCnXehiG+L5PFEUlO6toJl+0W0zT1GDio+v57/7pP+UvPvofWVlZIcvybVOxnd/Ujp96g4hmvUGeZnh+yMr6BntndqFUTre/YTZQud2DYnFxEW3Z7N4zS78/ZP/+g4QTuzj18lkWDjZwtWCqXudCr4eWOdoymptbjb17977qvYLXl7nfDqwBfyiEuA94BvhVYFZrvQSgtV4SQuwaPX4P8MTY8xdHv7vlGBcxFYXTcdpjcTQcx+nGDXbglbjcjQVYG4PFBUGAUorFxUX27NnD1lavlPoW8BAY+CAIG9RqNboD0/RAjzzntyvZ5jqKAI/Q5aZiI1Cj+fCqi1pY5anEsixSmZfQUbGpKKXQYpvuWQh9YMQW8gOSRCJshyyTuEEF4fq0e+vGYqDi49oOWaZIUkm96pPXJK6wEFoYTNIayy4tG1t49IZDZmZm2OoOmfEDfvoH381XnnyO0xev0E5zXEcgUURJgsrNCUTmObsmp6hU/PI6h8MhgyRjbW2NiWar9N/I5ZBsVKyzhY3MFK5l4TijjVwbemU+jI3XtQNve+tbiXpdVq8vYvuQZ+Z1SzvcYUwcxyW0kGRDyCTKmSQIXU5duMDExAQTExMIIbjnyB1M1Bt89Qt/y+njL/Dr/+zX+MQnP86Lx59G65zZ6RZzu2oMBl0su0aaxgT+tg1rHMfb0J9VeI3s5Hi/gsmlb5Leip2BzbULp0wN5FQDjeOMebXYOUJI5mcmUUoxOTGN67r0+32UMs0g2r2Ura0tbNum2+0yHMaj+obFMB6iHfOdW+6IZKATNBm9fjy6fkN7Ley4bcsv1+r6+iquZ6MdF53HI4Xnt08rHF/rr+exDzzwAN/3yDu4++67WV1dNXGB7eSoiBXjpnq2bRtiwUi74boua2trpY/R3Nwcv/xLv0qr1eL48eP8+Z//OcOos8PnKs9hdnaWS5cvUavWEL7Fv/m3v8OzTz/DR/74w+zbs8AwT7FsaM5M0e+3yQe61IRkWca1a1dRKmdubo5eJ2KyUef+e+7mhRdfoj4xydPPHqcShvTSGK/RMHNLbXP4pZQIS+PagkajUXr53Gq8nuDuAG8EPqi1flII8bsYCOZW42bf0iu2dSHELwC/ANxipxx78rdh9H/LixrxiLXW7Nu3j8mWT6PR4KWXTu9QfQFldhcEwQ6ToaLHYcErLzzfx02IPM8z3Pp+D8faxv9fz/V5nukFWhR+CsyueG01Zpo2PoqjbqkwzFN6/SHDTh8LZTI9zyJGkmcx3c4Qz3HJM9OculDZFkXBSrUBwqFSbZKkimGUIe0YYfu8/aEHyNMhT1+6yszMHItL63iWg20HoCSOEORRgvBdfN8h9ANmp6aJpGbvngW2trZYXl7GtR3m5mdKjUCapmy1e2YzkxqhFDLPCDyP2uQ0QRDwwH33srW2Sre9QcWzieKYbrfL1taWgelGSted7CrzL80i8jQmCAK2trbYt28fR48eJfBd/uyjH2NhZhbPdnjqiad44dnnSPM+QSiohRaunSNCFyWN6lOIbWbQzU2otgVnZnz789fWObYGa7QRCOVgj9nMOqPstN3uGSqp6JLbNirL2L1792gO+ezbM2t8XyYbXL9+nW63iyMkjpBko2zUqCMFrpej1Hih02wmhVoyj5ORJXeO0ilZlmPZGq0kAoUpsf39+bdLKUdWuk3OXrwAmICfpqpU2haZcqfTYe/evSWDrHAfLfqZ7t27l2vXrlGv1xkOh9T8Op1Oj6mpGf71v/5NLl0+ze/+7u8ipeT222/nf/3tf8/u3bv5nd/5HX7oh36Ibz33DKfOXkDj8I/+8c/xuc98FieA0PXp9ft4voePU7a6zPOcfjREKWPYVqu20GmMqxTz0y2Wlq7yru97mG89/RSugDgZIjwHne2cO0WcGA6HZQP1W43XE9wXgUWt9ZOjn/8cE9xXhBDzo6x9Hlgde/z4mWEBuH7ji2qtfx/4fYBqtfqqs/87QZkqFGCtVotms4mUAx577DFeeOGlV+BsRXBvNptlswPHc8lHwbYochZGSaUL3kjuX6vVWNvcwHOqO5wqX21YlrG23drslUfJOI5LoYVj24jRa90Y3I1q1iNNJJ7nEylFpd4g6m6ytrFFMuzTrNWZqjdRacaVKAItIc+p1yrUlVNmOo7jMIgNRlupVOgOBjieh+XlDAcD0mjAWx46xr6Dd7G0tsH6pWXSPMGZqtLv99nY2DBdrDybShBSCUIatTozdWOShFJEgwGHDx8my4d0Oh0atQpQodWcYn19nW7XNIXww5A8z5mfm2N6eppOe5P1tVXifodEaNa2lgysM+KEb22uoq2wVKuaeaNBaGSeIVXGwYMHefHFF7nttts4ePAgH3nsQzzytu9DRgn9rQ7f/MY3aNTqYFkEFU0tcEjTjFrgk2fgCoco75UKzcKNE8a7fe3Mb3L5+pkh5XxFIhAUKgZbVrHF9nIVOqQabrOxHFujs4xmpULU7dJsNtna3KLqewSOzfTcLNMtAzFev36d8+fPU1xtkfQonaF0Nja/zOmwtN62XJQ2GbrMNWkW4fs2WuXY/x8056jVahw+fJh2t0Oj0TDf+dYWnheWa6/IZmdmZohH83hqaoq1tTWyzFguhGFIp9MpWVhCCMLQGNLt3r2HJEm5/fbbefjhh/n617/OYDBgamqGTqfH9PQuzpw5B8ImyxX33n+MP/6DP+Inf/pn+E+f+AjdaECjWcG2NWSahYUF1tbWRkLKnF6vx8unzrFrZp5dcy5JEjHdrDM/fYRTZ5Y4uP82Ei05e/USUmxTvIs5VpAmtNZcv/6KsLpjvGZw11ovCyGuCiHu0FqfBt4JnBz9+zngt0b//eToKZ8CPiKE+HeYguph4Fuv9T4FE6XIdMeVqUXwLaCI0XVtU6HYxioLvP5GuCZDgyuZz3Jay8u83B1wfvU6OvRxqyFya4BlOShlIXMX36sgfJe430dnOSDoxylxrhCOh7ZdHNdHZik1R6DzhFBLdoUugYWBGyoetiOwMg/XFeQMsIQ/ul49YnfkCEfg1QJSyyJKYloVm9DSRLlPL7IQTkgSS1xLjpSLNvnIRtY0qMiwLInrCLRK2eV7+BOTqIEJnp24TTdqs9mJadXqdL2c7tIG+zII1jpUaw67ZnJa1TqNSkqtmeC4FnE8wPUEYaVGLmq41Sru6F43JyRXr22wdPk4b3zjm/mBH3w3n/jEJ2jHHd73rp/koQePUK012OoN+evPfx7dMbSw1WtXaVQqtNeuEToeE16AkCNrZiumsquJnJlgo91BYrNrehpHC9RwQDLYJOpuEEWRWagD0NohTRVaZyjlEjgSb6R0FUqRkxJlo1pJ/zw1P+TO+WlefuZbPPvNb5INN6kcOcxSb53njj9HgmTP3CwPP/ROPvfXnzLWqo5LrhRJniCVNMZluUUaRWQyw7ZMPcH2AlqtlmnkMlZA9SxTj9Bi1Ex5lEiM15b0DZCGtipIy0IyahovMpSWZRKRxka0k0sTnDrSLPrcNawQR0mmZmdot9vEcUwiM65cucLCwgKNyRY/cPjdnL9ygfW1DnO7bsP3GnSjDpubG3R7m1gWqNQERzlan1hRCQ8UTp8Muzi2bfzfbhJOXq2QerNEpXhOsZaL2ADwtre9jU6ng23bnHj5ZQaDASdPnkTglfa44/d9PEa0s6j00z9y5AiH5vdy+vRplpaWSkivPD1LiVcNeeub38Jjf/ARPvNXn+aZZ5/kwIED3H/sKCdOnGCi0eDEiRMsX73EB37hn/CHf/iH/MiP/Qznzr7MuZdfotVsMHFwN5cvnWfX3AwT9TqnTr6M0hJEzNrGJTY6GY1Gg5mZGYQT8Mib7uWZEydYv77M0SN3sri0zEbSLu+h1oaEYSNYurpIxXn1jfT1smU+CDw2YspcAN6P2aI/JoT4AHAF+InRDX1JCPExTPDPgV9+daaMGQXrZLy34I1Y9XgbqiLQF78r8PhxXvjoegAYuoo5GVKJFY6KmZ2d5dzKNeNCOKqIGym7yVwqlQppmu54z0KdWsAfQRAwSBO0UniuW+LMMGqntXvXjo5RlmWNmmJvX1dgaUDR8D2cUYEr9IwFQHcQGxMhJywnabEgKpVKucg8t1IuetOGLcb1BPVGSFhx6XQhGQzp9ftEUUS9ViMeRvT7XephQLih2BpGtKp1ppotJgcBQRBQrfpUawG51COCjimGVioVfFfw8EPfyw888k7W1zf5o8f+BMuy+Nl/9JN4tmbp5TNUGw1uO3CYD/z4T3NhbdnIwL/3TXz+85/HsTW2ViiZIYXpEpTHiek2JSzm5uYMTbPTJVea7sYWK6vXdvSsLbLnsggpBNp2GKYZWoNUmlR5ZEqhbAirVaQeYjk2vu+RI7FVwPPPP2/ockIwNTnFzMwMP/iDP8i73vE2/o/f+992zLkgCIhi47fdGOGiSoqSJlpYM4zbUltKj+ADM5eKjL9g9ADkYwyaYr6Me4wUj71RtV1AgQXeHscxrVaLS5cucdu+g6WIx7Is7rzzTtbX101bxDRlamqGWrXJcJBw5twLKMvm3e9+NydPniTLEpavLpVrUEpJmm9Tegv8mhuu+zs5btwQHn/8cXPSazR2mHd5Iztq13XJs6TUUkgpyaWpMwWeSz7sU3Fszpx4kYsvnRg5liqareqoAbWLEBqlJZaluHzlPCur15iZmUBrzcWLF3nTm97EV7/6VRYWFtBac+TIEVzX5S1veQuff/zLPPjAfbzv6FE+/mcfI0quj5piR5w7d4577rmHKIo4e/asYVZJGPQj6rUUx/boZjH3vfEY93/P9/CZLzyOL2yOHH4Dx48fN9D1CN8ojPay1zgkva7grrV+HnjwJn965y0e/5vAb76e1y5GgTOPf6GFJ0xBMbsx2I/DHeO7dfG88d/XHIdmbjHh++xZ2M3ZtWVzfM8lUZKhpcELjflWxRzl+p1ywykKqcXP46cI13WpBC71uku9Xqff75cLeTxrGT+NFIs3RLKwdy8Sh8C2GAwG7JowTJV2u10WiawRC2d88yqgHJlvF6YAHFcwETZoNKu0222CukcyGJIMhkSDIfEwp9vr0Y2HVGoV5uoVuteW8aw1JutNZpsmA52cbFCPQhqNesl2sSxzj1QWM0hzhvTwbJef/akfJ0kS7rnnHpaXl8l6ayytXGOz32Vufi/752dgukG32+Vn3vsoTz75JJtrA3LHpp8nDPIURzvYtqFNVmyHdNhja2MTmaR01jdZ3VzfoV61vPAV82iYmTkyHJrsPtU+lUad+bkpNDCIhijtMDk1R7LaYxDHpXhNCMH09DS2bfPRj36UhfkZ01xjJIop7nuxyTabTYPzJtvf8fh3XSQCnueWdRoDI6XlPC0JAMLZofUo2DUFXCjlzgbxhTK72ACklGWPzV6vVzY5abVaAKXYb3Z2dhuvdRwazTqtCZ99+2dZvL7Fl770OGFYJRomZbPsYi4P43yHGlwpRR5vb2I3G6+HJXPjuBUMW7S5vLHXaJbHpiGMTLAd899iCAscS0DhHColviMQAhBGoSpViutZaMwJ3XFNp7FOd5Nmq0a3VeO5557jXe96F0mS0G63abfb7N+/n3a7zenTpxkMBtx28CD9KEUKm7e+/fs5efwES0tL1CsOQRBw+vRp0jTl4MGDVKtVttqbLC8vs7a2hVIWfqNm7KCzjH/w6Hu4evUaTz39PHfefohut0u73aY/cqWN4xgtXr2W812hUC1YKiW29zow6tcaNyq8QiloWB6W1GRC0+12DXVNK1AK2zL2qWma0mxMlRXu8WPjOFul2IgsyzBOfN+n2awbet3aRmlQNr7ZOI6DHKO8WZbFnpkpZqamWN1skxWd5V2DqRVd0pM8o1oJsUZFwoJiV1yP67hlAdFk14Yh0OtFOI7pnO67Lrpao9tukzk5g9hmmA0Y9rqkvQ7VICT0fNIkZ7iVMzMzROqcYewTJTHTE83S2CpJEmyZIoSm22mTpjlxBgcPHsS1BbMzU6gpnzNnz3Pm0nkGWuGS0mw2CWxBP4p5+0Nv4fgL53jx4hm0DdV6BRVpoiRhbX0LfzDEE5LO1hYqyUjS+BWZbMn9HQU6pRRJUcwUgkqtxkRljrAZIG3TwzUUEEWaOB4yNzeHrYasrq6WDYqvXr1Ks1bl3e/8fvJkUJ4oi3kwPj+LvpdK6R0BbJyxVZxAjZ1EVGLDBfRYMsC0teO5RZa2Tbe8eYAcF7MB22KukdhLStPer0hQ1tfXCcOQ2dlZ4jzH8108z+L8hdNMTB3g7ruPcG1xjSTO2b9/P9evXydNU2NfIPJyjpUF5W9jTb7eUdzL18OgGT3jNR9h3xAHlYnur3ycPTrFSzNHXNemWg156aWXuOOOOwCTOW9uGr3M8vIyhw8fZnp6mhdPnue2Pbs5deo0U60mBw4cYGX5Gp3OAAeQuaJarXLp0qUyac0zCTpjY32TrbjD1NQMoV8hi3JUknHnG+7g7Nmz1Ks1ZJYz7I/YeTpH/dcQ3EEgcBGYtmJFdjBuz1ss4PEAe6M6FbYbzArbMj4YShm+tA17Ao1Qfc5fvcbicEiiLMgVuRIkUpHnComDFzboxxnCKppjeAb60BUECs8zHiJpnqJ1Qs1X1HzJgZqPFDldmSAqTZI0JR8tPte2QUOmwJc5LorpepXDu1pkIsUiI9Gaijsk9OZZ76esyxin6kOSk6iYirBwLRcxyuIsNK5tkemMLDe0L8e1sCynzOrz3DSVLjaYsFoZSaJr9Ho9+v0+vWFEuxcb75k4Z7o5wdWlDhNbQ/bvmmZ+SpJmFo1aBZkoAtfCq7r41RwZWFxfi7l0fYmvP/ciD9xzN2+8924mpqd481seZvXTn+Zzf/VX5O9+mPm5WaxM0llbo1WrsnfPLM3pBzl56TLdKKNLyjDqc311A78aU1UJW1tb27RXBY7tEeU5aW6hdF5usIUttMLG9lym5uexHBslXGzfxdKaPMshs2gEoWnwkHdZ2HuAvftMc5JOp0O9OiDPcz79qY8YHNZ1QIDjuWhpIbSCXI54zIXFxTakCCYoFZu/53konZGLHOEJtNJYtpk/UilwDFPMytnhc2KNaI9yNOe1vb2RIexyLZSbinbIR0vBcayS453npohX2DhMTk4yHA5LeCtOU/p5ztzkHmxLkiYRzTCjEfjkyYC5mQnc3bsQQnDkrkM899xzXL9+3WSR/T6IV9rijo9x0eH4uNnahZ1Z+42n77/LuLEeYAl1U1V8cQK2/SrDJCFXGUFos2/PJOfOnqDRqmMHYUm3vPvuu7lw4QJra2tMt0I2NpYMs0hlaCxq0zOsXbuM79j4DsTJoPzO+rkp/jrCIUoSnIGF6hsb8UHNWD8P+xkLMzNsbGywq9mk0mqQpClb4r+SHqoFXrzNLNk+9hVY5bjhVmk0pXea5hevVQQyoQGlCB2P+cCjYWv6vU1Od64yEGGZVRX/hsMhQVAdGYQNyKXEcYKRzHsb8zYc55QsivEtCD2fiUaTarVKH8oqfdl4YWzCeirH0ZKJSsD++blS3WrbNsP+sLQR6HQ6ZWW8sBUuFvM45UtKie3u/BoL744wDKlWq2WtoODnFx4vhjUkSQaGEdTpdBgOh6ysLGEJQc912Nra4kKtzoHbdzM71WJhdoZK6FO3LCquRXeQc3VpDaUUBw8e5MKFCyxdvUSlXuPBBx/kwQcf5JFHHuFP/+j3+cbql2jUWxy94yh/9fFPsv/gPmYX9nJw/35ePHWKKFKlTXEviuhKU/MoOOtamsCWSE0k0/JeGI+WhglgXhVpgXAdMiWx0KWNMFCal9mWD9pF0C/nlu/lZFlewm9Gr7A9wjAkCALi/mAHl7rYfIrFVhTniqw7zeQYB16R3xAgTZIAACAASURBVOCbDmBbN6cDF0H8xoLrjePG4mTxXRdUzQISKoJ6keEXGXgQBGXNoMj47Vow8rKSI9rwS0RRRKPR4MiRI6yvr/Pss0/t8HL6u4ziWsYhT3ht3/e/j2ErsLDobbZJBwMm603WVlbpbGyh0oyNnmlSvbi4iOu6pUCqgA2FEPhBhYmJCfqbq6TREMca26AByfbPlmVhYfzdi7adpnG2Of0t7N3D1atXqTVNSz5jWx5w/N8cv+Vn+K4I7uM4XpYVLb/kjux9nC9+45d9M78Koc2hy1GCquuzx7Vxog533nUbixevkl/b7uxkRDUmANbrpuNQmqZYroeSAoFNnqsysBfFssB2sVVKxfM5sLCPWiBK10iltgNVQZfLckmgFD6SPRNNpsIA24bA88j77ZLTLqUsC3zjHuqGd78dRNI0NYvyhvtZBJ2CEljcL9u2SwVfcc+EEFjNFr1ej4mJCXPf84jV1VXSVHFho4te7rDUbzM92eL+u44w3Woy0fWYocUgsdBUmJ2d4H3vex9bK0uceP4Zri0v8eKLL7Jr1y6mpqb4kR/9Mc5fuMIXH/8az5y/zuLQYvHEZZzTl2k0XmDfvgUUY3TMwYDh6D6a+aHRGrrDHspycYKQhd17ShO14nQnc4xHuLJQwga1DSUA2I4mTZORPwdY0rRBE0Lg2ArhBjsEMJlWZeAs8OzxuVaIZMbn5TjcUqivx+ES9E4TPAB3DGsv5uR4HUWPwTQ3CvSK9x4XBI27axab/fi92q4HmB4Hg8HA+PWM+h8kifEMUkoxjCKEJbFtl0OHDnH58mWWl5dZXFw0WepNml7sEBC+Csw6/rjimm4Uf91KJ7L9++9c8C9OGUpmWLkk6Q1YWVwkjWK2VtfpbbVR2facGgwGzM7Olj0QoihiYmLC6DW0QEtJrVZjMxrugBHNB9j+3FJK5NhKLmA1yzax78rV8ywsLHD8whKnT5/mgQceeM1We98VwR22j2NSSuz/jKu6UQhlIbA1OAp2TU4x40bM1WtstVc5ef4lYhbK4FkspEK4VGCjUgvMN2CRJLHBwz2nfD+dxniOS71SRY+ae3Q6nRFUsF3okhQ8do/pqSoN16Xhu7go0lzR6UeluMa2bfojVos/US8DS6GsLQJFEQTr9Trt/k43y+FwuF1cHWNkwLbQqejj6DgO9bBCvV5Ha20k+9pjz94Fur2EpZU27e6QzcESqxcuc/7iZeZnZzi6sI97xB10uinL623anT6f+9znOPqGQ9x///0c6B/kiSee4Ny5c+Ya3JyBDX/19a8xSBxsr4ptVZhsBkzlDn21jOs59CIjaCr0BMXmJKXEcmzqU1M4QRXHr6ARJFkGow5URujlobVAY6HB8I3ZtpSo1m2CoEISa7IsQQ1MY3bLMp20knRQQn55nmO5Tnm6KlosFpqJ4jRQBORxC4ziNYQwHaDGA3LhXz+e1Nhsn0zHH1MSBca+v3Hh3M0YZeMWHjcqQIuTYaHoLArGxYavtaZSqZQNXww7pT7qZuSxsbFBvV4vv6P/vw4hFb7tcOXCRXrtTeLBkM2NDTZW17A023YjobEoWVxcZGNjg2azWTqlwjbDyrKs19yDxpOG8nsXBt5xHIe19SX27t3Liy++iJSShx566FVf77skuGsQOZYtEJZhrYzT/opRFI6Kv40zF4qxjc9LUuHhqoRp0WZCRSRulScuXqOrGuTKWBEUTJwoNYWuHIuMFInEckPyTJOlCcM0I88EjuchHItMKHAHWLaHD/iJIvErDFKwvRCkwrZ9I3rpdsnXN02TDVdTrU3ghQ5DlZFqTaYFcapR0sERFpvJACkkU7aNZ9noLCeTRlSUxwPCMGRiqkUURawtLdKYnDGbQWgoccnYaadYxFproigywQGBSjOqfjAK9BZRZCbjvn27GQzMqaZZ96hVKnS7XdbbLpubm0RRxIW1DpudU/QsF5VmOFgc/Z4jrG1t8rVvPcG+vfPsndvH297+Th5//HH+9ktfoz4zy/GzZ1kf5AxtlzxNaTIkEyEDldDJMvDMItjq9NjYbBOPuPyFHxC2bRqc5CmWBUO9zSCSI79uIQwE4doj5pVwR5sDOI6P51RGATFGyhQrCBD29hHZynfqKRIlR3a2fXOCSmIc5SIV2FYweo+ohD88z4NM4Yw2hSgyuGrgeWjLBHPfNxn0YDBAjaixuUxHc9y8r2VZhskhi5rJdmZfBO9xbYhSo+dbgNAorRDaJqyEJUSjlCAMQ7pd09avgDyTJClhmWIDK5pfFN77MzMzXL58mTgejBWX03KzGd+oXs+4GdRyy0z9hubVZQY8ejtL3JDY3SzTf8Vr3PD3sSbbSuqRSZvLxto6dpYiVUyaDk2zc7IdDCqz8ZkNdDgcllRYpRTDZFhCi7kYeQwVc03v7K0bjamDbdvGRhBoNTq1mROnHmxS8+HyuZe4bffUKz/n2PguCe7swNxvhd+Nc4eLn2+cJAUkYtuCXGhank3NCxhECetbKS9f2ySxquVxtMDHbdv4m0dR9ArGTpGBK8eiWq8zOVGh1+uSJjYT9Qau7xOpDDfP6A4HCNtG2dvc/WazyZ49e7Asi0MHF8ojXb/fJ0YT52D7IXGalBlhseMbLxCvFFfUarWSllkUTYsMQghjneuHQQktFYW98SO+Lawd9y/LVKmsLQQdBZZdZKmTu2bI85zNzU0uX75MOujy9SefZN/cbu48/AYeuu9NyCzh6qULPPe1J7my5zp79+7loe97mM3NTT7/1a+xeH2Z2dlZMr8KboA17Jns1LYYREOyYVxirhMTEyQy32HSVmCZJWtGb9MNxyG7bfqgxPN24sGFF0zBYCmWU3FvCrVm8RzXdkjjBNd2tus4O+wEdDlvi8U+rsFoNBplFldcVxEMijaGAJa9M0CNC3gK1lRxnePeRsWauFlxrfA9Kgu9o9+1Wi0GA1M3aDQaY2vGLllihRFaMY/a7TZ33nkn3W7XMGdGsFLJ5X8dFhvF9Rbf5d/XuKlg6haRrnzsDS5dFmYtbfY6CJnRjfvlhqxxSu/4Qil63333sb6+zmAwKOFYpQU2kvX1dUPj/H/bO9NYy7Krvv/2me659547vqm6utvd7aENHYQDiQhOoojEIRiC7HxJRBQUohCRD0iZPgQspEj5BkmEoihSIgsSmRhDLEwGIUVgEhKkxnQwGIwJdtPzUPWGeu++O59558M+a59zX72q7jLdXa9ad0mleu+8O5y9z95rr/Vf/7VWS23ATnm5GTC+DMoqCtOQXGtotUKU63Lt2jUODw95+umn7zoPV0K5y4YVbNBm9lXKRR5Ak4528QGKGyobvdA5nuvSCVr4acmCFs88e4MJQ1LloC7w6sUtFTGFknyyLKcsq0y3TgvHc1nPFpBk7HT7RJ0uWZHz+skRwbrDIllTBi3waiaDUoqdnR0L+UD9IOMiI84h7LpkuiSqKGtSOEzgl/XadB1K09SUBag615vgcWKVFdQJXbJZBcqx96PreTfBNqOcJLBbltp2JLJQBAZqGA6H7OzsmIYQr75OqRXH50t+9jOf5Vu/5UPsDgf8pY98F09/+ff44pe/wouv3+Txxx8n1i7D0S6d4ZAYhzCK6HcjyzHv9/uAt8E5X2em0cFyuawpmA0l2mqFdi4FRhFFK/U8aFBPTTXK0lq85r015ikwing9AG3PJyevSkw44DgkpdSScfEc0KiN9ZgXucXom/fcPJBlHdt6Pp2uTZ2XA0bKXDTXS/M+BduXdSxemr2Paj5kD3mueY94IZKGL8+52+3afWYO/cxCNnEc8+yzz1IUBaPRiNPT041D8E5W+8U4Wa20Nve0PKPma+1n3AGyv0gbvfg5m3K5wVi/dvM9rqNwPYfj6QTPVxSxSSiczWbsPfSoXSer1YrVytBpu92u7W9cFIUpbLaak6/mOLABj24wnS4RO184hpWlS9IkpnALzs/PrSd+N7kSyv2iS9cs2tVU7m9GrHXqOHhuQK/dwckTXp8smRQhS9endFLayhwkYrk37Q7hoC5WK7K0pCwcWq2QzClIshTyhNBx6bg+oecbdy1PaXk9NFBWFFrJcBXFG8cxgWsecJZlJoU+W5M7IRQZedXcwrSl8+zmL4qC8XjM4eEhjz76qLXUBf91gtYGpltUeGxzIzUZNs25am4Ea61WB4yUHQ6CgDg3rBApp+oGba6/53FOXr/J+XzJWc/hl7/wGzxybZ/HH32I3YPr9JKEL33pS/zqr/06qtPDD0N0qej12pS6IC4y+jujmsq4zqxHpbWm43eIooj1em0VkoU+qBPfpKZIM/9AqJFK1UW9VqsVjqNtNiNgqYgCATYDzWCYLmCaH8v81FZghZc77kZwNE1Ta5gIc0aCl5cF/41XllvqqhwCzWfYfE7izci/i93Hms9XDIRmjoAcCnL4d7tdJpPJbTh+k06bZZlV/sfHxxwcHPDqq6/eU0eli/d2cVxvBePmrRKljTE/WS/QcUE7NfDcdDolGu6aPrcVwSIMQ1577TX29vbwPI/FYlFnHlfMvTiOaYW1B6q1vq2dZ1OEECEehenrDLlbs6DeqODilVDugFWAYpU02TG6rANVgrk7bm3JwGbVRwC/jOl7MWO3Q5I7PLfULNIYx48pPIeiSCiKqtxwCl6rYt3kijDs0o+GTJcvk6YZjjLlAIbKx9UxbhlTVpCG14vIc2gHPdrDAfnLr+ABGR7zsmSW56gsxVnOCAMPOiG69MkyxWKRcyv1CUddSHKiotxgNMjCF6hoOByyiNfkec5wOKTVajGbzQjKunkJgKrmSBgSTSaFoRWWdtOaeS0sTjifz+l0WobWuVhYN9JXDsqk/zHuD1ilCbNZggrh9cMbxHHIaDTi93/ji7zvfe+j3zGK4KXTBdrrEkV9/DDEq9KuAULXR+UlaWYwX6cT2OcpNNckMVBVGIaUaWYhs1u3bhENI6IoMt5F0DXW/nqN6zmgNG7Vk9YoeeE0K+ulKaVwqsoYqtBIkQwXyLMqo5TMQlRpappXkNcWt+d5lEVOWXlYAE7Qsp7CdDpFOTmDwQDXcyhLyLJaubfbBoZbrVIbIJdnKVRdUSIS2G0mQDW93ovQiBhNcpAlydp6FDYgrHKKMqEV1uaxfE6r1bLQ3WAwYDabWZhwsVgQRRHn5+e3Be2bn/FGNEYTY6vu1772cuaNxeQrjF1KeeDkm9+l67pSNQX1ctzeUlYvYPLaAZTLsDesvNoFYVmyzlccHr1ImZ1TZpDFJs4XtAKmZzctOaMdBPQ6IYPuDp53QBzHnNw4NKSIyuOMi8RCc2VZohqUWQmMl46/gWYor4655G8Qob0yyt33fTswaebQzPQTufgwrDVVKURRDr7rM+hG9DpdlotjlmlMrk3VOrekmsCMNM0py83FJNajsYbSDY8tyzKKNMXVBYlXEqcJeVkQuC0Wi8WG9ZEVmjgxnXZcXfUEbQWmQmGhWGc5y+WS9nhge4c2LTKxJNvttmU1lGVhKiROpxaLvxPVTGAg8QTEuvX9ujibsRoTO5cHBwc2oBpFkeWYA/a53Lp1CzxjOYxGI6bTKeezc24eHRIEAV945jdpucai2d3d3WgwLopK3Eop1Qo1nc/zPFvFz9TmMMlAYadr66d0Oh27McSjMJa5s0kx9OqxNq3XO4mUIBYRnLzp9cjnW4ustek5gdR7T+l02gxHEa+//jpRFNkevCLr9Zo0TW3p2fPzc7rdbgMiqzew9aIqb1PuRe7zonJvxioAW19fWEhQ98ANgoCyqPsQy73J4bJcLu0BI/PR6XQsO6w5N2+33PYd6u37Tnmu4hk1M47t11cG0O7uPqvVaqNEuCjqdrtNv9+3a7rdbjNZzOwhXRQFZZJZeC0vNI7r0mq3oSobbIZ6eY+AS+/9bZiPe5Zm3Q7AYo+y6fPsdgiBRiq0KHbh9QJonRJ2h2TrhJdObrLGRXkuDuA5Llm6qk5Mg7s2qYNpmnJ485hEr3GUsXocx6GsHq6OY1xdMHMyuqlptXd8dkqQ1TECrRSFcpku1xRZhktO4Lmkvkvgd5kvltw4PCSr2B7xqu4c0zzMxAXPsozd3V1uHB+RJAlRFFnlEoZm4UVRZPjx1DEIgTJk0QRBgKvrssaGidKzFpooyjzPLdVNcNzJZEKv12N/f5/J3DT4GI/HBvuPl9Zqmc1muLpugi0KXGAK4ed2fM9aJY5jsm/lGezu7pKmqe1gL6+TUq9xHDMcjzk6OrI9bIfDobX2RYq8XjPW63PqxurWIqpcZZlvOaRljck45P6aEJbAeM0A9uTcNIOYz+csl8rmT6zX642N2Ux4E8hJYLRr165x8+bNzRwQsFj+BhR3IWgu45X3NXM05JCVw10UkmKzhpNg+NIoR9a2wJmyvuS5N+U23PyCJX835XS3fJbqFZu/X1DuziWQ+50+UzxEG6urPEOl6raehobsWGhKujyJwSDzIn2BBb5qtVrM53OOjo5sXRyJK6Zpymi4vzHfTf2W5zmHh4cUlGRlQVaa5xtULRsdx9lY55fJlVDu4j6KO3p7YOXOC6H5+qa0/ICuG7CaTJkWCbnTMUpcKXSaWxwxTUqi7mjjvZKerVoaxzWVHNvtNkVZsjjPcMoSpUsScubxqmJdlKiK5ZLkJV7LI4lzVklB1O2SrZes0xxVlBRuyeFkwmQVs7dn6EyC4YnykZ8l6AXYoI1Y1dPptKrt7Nigl+uauu+CMTfntC6C5VgvAbAZibL5y7Iu2CZ0uOPjY6vATGu3joV2er0e3rhnn+W1smSnP+T4+JhWVX73ob19JpOJrUWttcYLW/YwybKM0vHpdruWhidMIAkcFUlqIQWZD8dx6PWqloCVwmta6IWriKLIKvRmToOMUe5bNp6lVxYFWZ7aDSjfJZatQCQC80ibwrPJEcNRl9V6iuPWCUKiCJvenXhV4o0I9DIYDDg5ObmNDSPlJMTzEUNA5qTpFYiId9fMJZG9I8/eVB30LBwgfxfld7GonxgWb1buZNG/E5b+1yuu69rCfa67WShQ1kQz7gO5PfgkM3w4HHJ0dGS6q3VCDg4OLOX06PB0wwNIy3p+Pc/j2sOP4bCyFOT5fI7TaOTTNAIvkyuh3C8q9dvcS7dEY/iecsJqjT0t2+02vV7PuuSu63K93SWINYfnCQsitOdTSoTedVidL0hTB88LaLUCiqoRguub5gOdYYhTmA1UqpgyC1nHMVmywEcbhkRaMFvGDP2QOCtxfQffbxFnZtG7IRBo/LZPnpvaJGdTU49mHsf0xn383gC39ChXBa5rNmiTvVGUKWHbKNlOp0MS5zjKYT45J/A80w29svbFfe5VnXOKJMV1Hbwq4Ke1KfSkArNR89JYiDpXhGFUuZzgOJvQhVKKMOpaeMMLTcVBgUEGgwGqMIp3Mpkw6PWZTCbkec43f/M3c/PmTTJdms+oNobveeQ5BEEH1/VwXaPo8zjBKSuLsWKd+L7h2GdaM9gZc3Z2xmq14uGDa5ydnZHHCWVR0G2FZLq2Os2cmSJPQRDgei4o46kpZZLF3IoM6Tim1EDYCxuUW5d47VjF7/s+vtcmz+c2BqK1KUIn3k6e53TaA+Ml+VXpWZ2SLFc2LpTqgqYnKjRWYQU5jsP5+bk95AGL8yvlVP0FsLEAUTJyTe5VKLPj8XgDvxfYsWmxpmmK79WsKfluOezkUBIvo2mQyfXm3n0jy73xl0s0woXX6AtqSt09iFvqCkJTUGrDh5d8gNte2/BSZM9prcmVJvBcnMCnKEtcN8Bzq7r9bgnJyn5enuemEGHVXpE8I84zysLh5GyG1+rS6rgor8PJLK0MBd/ohcpLE4Ntk4EEuvQYDa4RdTJ2RiXL+U2LbLwRnfRKKHdgAxe9k8vWpDoK20TYJZIFJi6ocl3mecIsXdMbD1jO6wlpZtaJe9UUWcAONX67XC5JpBYNJUprHK03OMJxHNNq126xBN3WaxMETeOYzK9daoFh5GEaKyHfsNyVU8NNpp5J2x5i4g46rrZ4uriEAIPBYCMAd5GNIJa8X6X7ixXRTOIRSKcZ7FZKWexYPKCWazyDXq9HWZbs7e1RFAXPPfecZVb0ej2m0yn7+/uVdaxsnCKOY0sRbM6J3Od73vMeG/A9ODgwmZbVISBY9GQyscpdvA6xhlerlVVq0rQhDENzOMJtcE5zfTSVl+mVa/4mClgoqaJgRblKSzeBWayV1rDQBBJxXdcEzCumhbDFBoOB6RrU8SyNUXIDBDKR5wFYhSuHosQixLOQw0LWbTMxUDwEqSIp6172XTMOJntPsP57YbTdD/l67y9JErt/BTIry5I83szOdRyHdVp/h+u6eG4dT3JdF8932N3bt7BMEps4nKkh41hygHhPWZbhqQoeC6tkvCy03ucbMZWuhHIXpd7EvZsitK2m0inL0mbWiRKV9/q+j9ducXI8Ye5rtFMHN6Rfp/C/ZdGKgta6LrBVFAWdTscmJjiSDZhnKK2hmmCxboqitJhdnuemiW11kPR6Pc6zjPxCcEusIgmoqka6vOu6tFs1M0GggYvYqhSGkoPKZEG2bgvK2dhG42BwXRelMQWOFgugPmg3qIGOsvMviU7Nuiq+C2dnJgu31+tZa1YU+mOPPWaZL/K8l8tV1aR8YsciSkXmdDQacX5+btPd2+22tbKWCxPkk6Bku90mUFiqqFiYWZaxv79vszFlrTiOQ+DVz8DzPFZpshF8LarDXQKRRrSFjVarlX3v3t4es9mMLMuIosiOSfp3Sv5CHq9tHR+BRbTWTKdTq+hlHQqneb6a2/nJsgzlGiXb7/dt39imdSz89CAIbFVQYeBIPEYOLTveXFuWj8BDEs9qQhBNK1j2lezfi3Tb5n692+/yPN4uEU/lTt9x8brAmKenp/bvcljmeY6rWxtwHWCb9dgD0zGvGY1G9rC+du0a+/sm8PrqqzesMt/d3aXf71dNckxA/ejoCFWYRLPBwLRIPLrxEp///Off1JivjHKXUxEuXwgX+e4XT61mYKndblOimZFRdgLW8dpGpWUziZXYTFoRRQC1Wy8LP89z3Ib1Yiz3OugCRqmUxATtLkVZ8+VlE2VZZsuyXmQ3yGtEZct3l2XJk08+yXw+50Mf+hBf/K0v3ZZw1fJb1muRcbxRsOXi/MumF0UkcypZsqpq3+Y4DsPh0Frzp6enRtkU2h60Yk26rmv5+YDFvB955JHKazi0il3we2EmtNttTqfnzGYzO1ZxX+fzOd1u13LJ5UBIkgS3Fdhn26ymOZ1O7f2JNd9cQwJvyGeJcveqAJZcV0rZLLA8z4miiFarxenpqWlvVx16zc70ogAkYWgwGHDr1i1bAiAMQ5544glefPFFi/HKs7TlNBo4uO/7JEVuvSc5dOX1zaqWUu5X9pc08SjL0hoM4p1F3Z41fLTW1uu4TGELzixB+uVyeUfFfpVEPMI7QcAXRTwi0QG2ZozCGpzWaFLehtEW+B3b2CcIAgbDHoNBnyxP6A8iPtj5gD10m126kmSNUhBFHcaDXdrttk1gHPW/gWeeeeZNxTveULkrpT4I/OfGpfcC/wz4mer648BLwN/QWk+q93wC+EFMlsc/0Fr/8t2+Q1gKYgXe6ZRvuupSxvbia4SmVJQlyywhxhT/chxnwxKRtHDBEsW1lGbXck02zHK5xNUaz3GMUq+Ue9MyTpIEneZ0+0OSOLMMizxJOTo9QmlNWtaf21xYlu1Q/V4zXWIODw9ptVo888wz6NLZYG4A5JXlJ4pdlPXF0ql3Eklp9zxT4vexxx5jtTL9V0WhKkdtwGBSGnY8HptSwbMJURTZQI8s8meffZYPfvCDPP/88xXNcsnh4WFl9Ti2U5AcCMLpV0qxt7fHdDplNBrRbrc5Pj62mbpRFLFQU8tgsNZqt2OhMCmXHEWRfX+/32e5XFrmTnM9hWFI2zdMGHmNdlx7SNvEElUXCpOgZDOrVYLTF9fkaDSy3qM8K6GzSgOHJrW3eeg2A79BELAz3Ge9XnN2dkav19tIfOp0OrZMRa9nin7t7Owwm81YrVZ2vmTNQeUBzNbWyynL0noEl0mT/inw1+np6cahdhVFDBebk3DHWMDm65v5F77vQ5FaaFX24jqrDRPXdWmHPduWst1uo8koy7zy1FOKXFmP23Ud29ClKPLqfW2SZM1w2Gc6nTAcDnEDl/e///0cHx+/4VjVvWSFKaVc4HXgzwA/DJxprX9cKfWjwEhr/SNKqaeAnwO+DdMg+1eBJ/Vd+qh2ul395Dd+A1CdhgR2IsuytIkOzQcg3FBRrvKwZJMFfuc2mtFyubTWi98JydKcolDoUuGFkcVd7QLwfVwNOsmI50tKf7kR+NVKEbXbdFxNy3coclMvZmdnx0AWVYW4JEnqDMAqMNbr9YiiCLcVEHo+p4fHjIcjSlVbbK1WC4q6dG8QBHihmZsmthr4bdtazXVduoOxLRIGUCg2klDEYhWrtkiMWyhcZoEW9vf3WS6XdDodJpPJJnzmuXS7XRusbLl15yFRjgJTKKVsJUHh3ne7Xebxyo5rsVjgaTNXOzs7Jpu307ZMmel0ap9znucbyR8yV51Ox3Dwgd3dXTzP4/zWqV0vgmmKZ5NlGcPdHRscFutdrHZZL+KBnJ6e0u/37bqSgHIURZydnVnut2xwaeQtFT2luXNZ1IewWH9xsqghsAZUWJamYJxw0EUZNS3G8XjM8fGxZdwURWHHMx6Pmc/nZs46/kbGpMCSUuN90N9hOp0yHA6ZTqfWg5D1Jha+4MFyf2JFymdJPEz+iUdzJ9qfyJuGZd4goPrHEbkHWbN7e3vmd6ewcbVer0fkmiJ9YlVHUUROfTibcXqW2iyHeTNInpbFhRhjDUfaYHtg1ocYJdPpFN/3+fSnP216L9ya/rbW+rIWqPcMy3wEeF5r/bJS6uPAd1TXPwX8b+BHgI8DP6+1ToAXlVLPYRT9YgHoBQAAE9tJREFUF+74qY2AlVLK1OOupCgKdNWE97IsONkMTZw8CAIUNbwinytu9WU10GVjNaGfLF9TanB0SalTazFfDM6Yz3U5ODggDEOOj4+5du0aqlIUEvTL8xy/amYsD1nwXhG5JhZzUpXvvRjYE6ig1WqxWq7tpoa616TMSZKbfqwSFBJ8XTjdgetydHRkMw57vZ6BRaoSplJfRnDkk5MTRnu75HnOzs6O2eALQ9eU1x4cHDAYDGyVPKF1Spnh2WyGGwaWJjifz1mtVvT7fU5OTjg4OGCdpfYAk4bMzdT7vb09exifnp4ShuEGNLRcLq2CEs5xr9fj7OyM69evm4xTZar6Xb9+3fL4xcJ94okniON4IybShO6EXz+bzeh0Oly7ds1ass04ggS75fVozx6aksUqMRo5xADr0svPzfUsHpLw1OX7T05OAGOJF0XB4eGhpU4CGxa+GEaCyy8Xa05PT5nNZoxGIzvecZVPINCOHPCynySI3+/3OT095ezszD63Tsc0rFiv1zbeJev3Kouspd3dXQB67cAe8lEU4ZR6g0WltUbpen0a+m1gDzjYzC0BoOq2Zb0j7aGUh+fWELXCJ4kLXp8dG2/Y61AWJePRAevV63cdw70q9+/DWOUAB1rrmwBa65tKqf3q+sPAbzbe81p17Y6i0TZomuc5RV7XoNZaEyfGMpCNI8qvmWlX3YddxE03WZS/uMtZllE4kOcFQdAh8EOUX7v91lVTK9PSLjMdfS6yAurAibk36VIjDXSjaoHI66IowtVYDE5c7GS5sgEup8FIkCQSgTjOz8/pOj2Lu0ocQaxWWWxJUfdfVUrh6toilPsUiCEMQ5JlTesSzvlyuWQ0GllISizuMAwZDAZ2nuV5jMfjjQbG7XbbYuOLxYKiKNjf32d/f5/ZbMZisaAf1fDBaDSCSFnefJ7nLBYLa/Vqra2C932fvb09XnjhBVuHXjahwDSilKOwbQ86yQsYDofEsanPP5kbRTabzezB5Ps++/tmOUuT8qIo2Nvb2wiASwKS4KHC/xeeungJ8v32gC5MITmZw3a7TX/QAUzgXcoQvPLKKzYAncQ1XCjsG/nOZgC00+nYapCCi8vrF4uFVdASlxAW1Gw2oywcHn74YWuZy/0CPP7449y6dQutNYvFwvTDDUM7RtmPUuhNIM5m4F9KKxRFYT0yCcJexvyQPXERXdDUiWeiF+5VLn7mxSxvWYdSwK8fmPG1/cC0WWx4VjKvTuDbeTCeExt0U1nLoseCqk6TiKNM0T4pvw2wyAUWKjmfnFvu/F/8ju/kU5/61F3H+KaVu1IqAD4GfOKNXnrJtduwH6XUDwE/BAb+gEY1w9Lb4M82rdWL0rwmRXx830eXNX2reXrK4orTDEVl+QfKBvOallnOGpWXeCW0XM8uKhFRbK6rKEuzsB3HsQpeglOu69qKcb7jWjdNFKq8zvxejzWKIlzqhg27u7so//aMwFbgbWSWBkForapmoS25F4krSPCtOZdyqErdmiiKGA6HtrqhKMC8suBMx6aUUa+D67pVq8LQNhxpfr80JW8W/moyRkK3bRWR4MSiCATPFzbJycmJhZpsMwQMM+X09JRWq2WU9tnEUmXf+9732sNbgrF9hWWxSKMFKdlwcnJiLVTxOoLK8xKlKQeXwCwCvQhtUZKuJKvWHOCu/Q6Bu9JMV9nCHTs3EjR2HAdFab3S5p6QcVi2T+UlSMNvib04jkO7M7DGgM2jqMaQpimzaU3LFJprt9vltddeM+usYmAVhal4GASBPYiEUSZBeYlhyF4Sj1QMrOaaa0KqF3TEpcSAqlLuXfXCG8nFolubcArWGBNM/fzmDTNPccIjjzxyW2tLoM5z6HTodrvMZit7QDZ1mVjvYmA1cX056GRO1sVmeec8Lzg5MdDjzs4uJ+d3xt7vxXL/buB3tNZH1e9HSqmHKqv9IUC+5TXg0cb7HgFuXPwwrfUngU8CdDod3W3VcIfnhtbSzvOcRAVocvzQRbslXsulyE3L28DxcDW4QR9cB+0oVBCg0poLmmUZcWEWq/YcdJHhOgGuF6BLhzzXrIpzVsk55CluqXF1idJ1EKVQGkcVdb1cQKHBKYiVQ4FDK8+YzWbs9gasT89JV2tUUaJLTeC4qFZtxQsGJ6UAcCBzNDgBnqNp+4pWoInXS4IgpChKXMenFYZ2QydJYoJeJGjt4qkucZbRbdVBona7zTKJa2rfBcaR53nguaagl6Ms5leWJUHYYlL1ivSoKxyGoUkWKorCQjx+u2J+RMbyfe+TT/L0008b6h8OhQZHeeQUFFlJoTxWy7RiSnVQQd3oAKAdRDZG0Ov1uHHjhlW+BwcHHB8fU6YZ4/6AKKpem+Uo17HU2OVySRh1mVeHrpOlNXtmubAbSJg6AiusViseeughizuL4haFIAXVtNZcu3aN1TK1h2lZluRFbDFbwMJTYv2//NLrlhUjkIgc7nmWVwq2RGGSphaLhT2sDg4OmE6n3Lp1C9d1LYzk+6H1eJIkIY4TXNej2+1bT2x+eG69q6IoKB3P3rd4zrg+OaD8FkEQol2PTltK2ToEgXk+Zn+C7yvbOzQIAlbLDF1CK/CrsdfQw3g8Jl7UJXG73S5KmaJk8/m8ZjC1SnvAJ0mCr5UlQYxGI2toQBXo1IElZRjG2nrDSGnGAsAcNPE6YTab2Wd0fH5mDbswDNlpRwRlzvL0hLzVIi5zgqhDXOa88Nor9NodW/PJtiZcm0qqroZ4sQQKlHJwXQdTNtzf4LHb+I7tEzy3sBel+Xta1OWXBTpeLBasViuS4q3juf9NakgG4L8DPwD8ePX/f2tc/4xS6icxAdUPAP/3bh8sgSXZbEVeF+/SWqOLEj/w2d0d0gpdZrMJpdY4WhEGJuhZ4ILr4PgeWVmX8HUcx1bzK8vSJuu4QV3qNUkSZitTKyUrCnRp6icL9n+nQE+zjrbxBhLiOKYfRYx2xtxYLZnNZpajKlF12UjNgNVFkcVqHvoaUAS+YwtlCfun3++Tlhmua7Dbvd0DFsuZLSWQJAleWCsS+WzxDGRDCMQl9DZ5ncXL/aC22vO8KsLGhsUoDJF+v8/LL79sE5kmkwl7e3s2Xb4JnUhpAAn0SYMLuUfhkvu+by1ZYfFEkSlPIMFk3/e5dT6xyksspCiKLN1MSgfLhgeDr8qhIlbvK6+8YjetTSjx6iYNOzs7zOfzyhPwLaYviWSi7CQwG8cxw+GQyWRCv9+3EKSUBpD/xaIXb02seZkbCY6KRS/JX1lW8tJLL1nLcbVa2Vo3guObdoJ1DoNfBeAFNrpIrxPoZ71e0+v1iBdLi/PLGonjtV0jWmv8QOG49VpTqi6xMJ/PURT4vsfDD1+j0+nwvvc/xng8ttCS67po1zSFkQSifqttKbriDRwdHVljoBcNqn4ARtnPF5MNwoFkkEpw11jnRmlOJhMmkwl/4huftHTVPM/puqZ93mAwoNfr8drhzQ0PQfaTQE2tVoudnR0LwwB0W4GlnRrDqrRKXcgA8rv8E68aqvyIzNBaPd+hKEBnOa4uKNOYQbd9qe6wz++uf61EKdUBvhP4+43LPw58Vin1g8ArwF+vFMIfKKU+C/w/IAd++G5MmcZ3WOtSrCLbfYaCwaBv6pJULa7KXOOVoB1tTkfHKPdS1012m3QvUcBNHB4kMzHbSOgoywKlSwswWXfKre9VcP+mu5UrTZGnzFZLoiDcKJs7HA7tw7QBmAZsFFYWeY7CcTS+7xIEPq3AZTZb4Hn+hgsnQa08z3F9M2+C/QLWMkrTlJzNOZF5lWxHwfXlPprFrEThuLrOR1itVizjNbu7u8ayqmIIEpy7ceOGgZCUseqkw5NkhrZaLZuMJM9gNBpZpXt0dMR4PLaNENrtNtevX7eQx3g8Jo5jZmcTmxxSliXn5+cEQcBwOOTw8NAWeGp6LUJFlLmRYLUUfRKo5Ju+6Zv46le/yng8Zrlcslgs7H288MILG8yfLDNzLrGPdTy3SlMUoRwUvu/jqMDem9QIkkSW1WrFfD63ySyiBIQieuvWLc7OzqyyB8k01nYsZ2dnFo6Zz+f2oFeqpj1+7GMf4/O/9n8AGA6HvPDCC3ZdCFwglrQcalKQTg5NyXsQBppSiqBVVIFDXREbNrs7DQYtPvCBD1jM3nE1mpRSQzcyZZs7QYv9Qc/mD5RZbhPmpPFMvxta5tfBwb49QJOkYH9nYAO9YkA1Ofjdbpfz87mNDSilGO3u2CS3s7MzdBlYL6EsS0Z7u/Zw0FrTCVq2sYzMUd3OsGo6lKWWPWb2ZB0jaMbMRKcI8UI+M89zHDeHqsFM0Aro+SG+k9MNR6xWLX73D+6iU++FCvl2SRRF+qmnnqpLkqZ10o/jOGSux+7eiLDtcTY55vz8FFU6eCW4JfjKIezuGOWuYJnEeCX2JFwul6S6sJ8XBAH93og8L8kzTZJkLDLTOswrS1OTRZcUDQjG9308f7MEgmwGseDTbEWWpPRbbXrtLmVV17ssS/b3921AEDarNh4eHhKGIePxmByF52q6LRePgiJPCMMOSjmkSU40HNqNIvh1nCe02z1cJyRLC4KWt6HM8yoY3FTuouxkw0iauUgTG9RaE3q+/d5Op8N0udhI0BLFL8EkoR6Kyy14rbAQxEpsMp5E+YsF1e+bA/2FF17g+vXrAJvJMnlhN7tSivF4zGQ+s0E/Y91HtvCalPOVeIMcZtK8IwgCTk5OePTRR029+CjC8zwODw/Z2dnZqP0iCUJBEJDEhbUQTYG5xB4k8k/iJIbdlG54SHIoCub68ssv15hr5e3I85S1eH5+brHtoijodHrWYBHr+vDwkG63a70JrXM7v0EQ0O4N7PPrdrucnJzYYmWS3frRj36Uz33uc4BpGi1rvWb2ZBv3rxwDPfm+z2AwoNsxzaPf8573sLOzg6vWVmk6jsNw1LH4/mAwMCUVpnMbpHUch+Vsbr04mS/Zh8vlkk7Xs0pRDsbmISQ/i4cZxzHzWWLXH0Ba5NYjbLfbtNojnnnmGT784Q8bGOx8Yj/j+PjYNpWXw0P2ABgWleu6zFbLCwy3ms4qVOWmx9b04q1R6hU1gqE1rbxO6nQch09++jN3pEJeCeWulJoDX7vf9/EWyy5w637fxFso2/FcfXm3jWk7njeWx7TWe5f94UqUHwC+dqfT50EVpdQX301j2o7n6su7bUzb8fzx5O2r1LOVrWxlK1u5b7JV7lvZyla28i6Uq6LcP3m/b+BtkHfbmLbjufrybhvTdjx/DLkSAdWtbGUrW9nKWytXxXLfyla2spWtvIVy35W7UuqjSqmvKaWeU6Z08JUXpdSjSqlfU0r9oVLqD5RS/7C6PlZKfV4p9UfV/6PGez5RjfFrSqnvun93f2dRSrlKqS8ppX6p+v1BH89QKfULSqmvVs/qww/ymJRS/7hab19RSv2cUip8kMajlPoPSqljpdRXGtfu+f6VUn9KKfX71d/+jRKC+X2QO4zpX1Zr7stKqf+ilBo2/vbOjalJkH+n/wEu8DymAUgA/B7w1P28pzd53w8B31r93AOeBZ4C/gXwo9X1HwV+ovr5qWpsLeCJaszu/R7HJeP6J8BngF+qfn/Qx/Mp4O9VPwfA8EEdE6ay6otAu/r9s8DfeZDGA/wF4FuBrzSu3fP9Y8qZfBiTQ/4/gO++YmP6K4BX/fwT92tM99ty/zbgOa31C1rrFPh5TD34Ky1a65ta69+pfp4Df4jZfB/HKBSq//9a9bOtca+1fhGQGvdXRpRSjwB/FfipxuUHeTx9zMb7aQCtdaq1PucBHhMmL6WtlPKADqYg3wMzHq31rwNnFy7f0/0rU6Swr7X+gjZa8Wca73nH5bIxaa1/RWstVb1+E1M8Ed7hMd1v5f4w8Grj9zes/X7VRCn1OPAtwDNcqHEPNGvcX/Vx/mvgnyI1h408yON5L3AC/McKavoppVSXB3RMWuvXgX+FqeN0E5hqrX+FB3Q8DbnX+3+4+vni9asqfxdjicM7PKb7rdzfVO33qypKqQj4HPCPtNazu730kmtXZpxKqe8FjrXWv/1m33LJtSsznko8jLv877TW3wIsMW7/neRKj6nCoj+OceevA12l1Pff7S2XXLsy43kTcqf7f2DGpZT6MUzxxJ+VS5e87G0b0/1W7m+q9vtVFKWUj1HsP6u1/sXq8lHlYqG+jhr391H+HPAxpdRLGGjsLymlPs2DOx4w9/ia1vqZ6vdfwCj7B3VMfxl4UWt9orXOgF8E/iwP7nhE7vX+X6OGOZrXr5QopX4A+F7gb1VQC7zDY7rfyv23gA8opZ5QptPT92HqwV9pqSLZPw38odb6Jxt/khr3cHuN++9TSrWUUk/wJmrcv5Oitf6E1voRrfXjmGfwv7TW388DOh4ArfUh8KpS6oPVpY9gylA/qGN6Bfh2pVSnWn8fwcR6HtTxiNzT/VfQzVwp9e3VPPztxnuuhCilPorpJ/0xrfWq8ad3dkz3K8rciCx/D4Zt8jzwY/f7ft7kPf95jNv0ZeB3q3/fA+wA/xP4o+r/ceM9P1aN8Wvcx+j+mxjbd1CzZR7o8QB/Evhi9Zz+KzB6kMcE/HPgq8BXgP+EYV08MOPBNPu5CWQYa/UHv577B/50NQfPA/+WKhnzCo3pOQy2Lrrh39+PMW0zVLeyla1s5V0o9xuW2cpWtrKVrbwNslXuW9nKVrbyLpStct/KVraylXehbJX7Vrayla28C2Wr3Leyla1s5V0oW+W+la1sZSvvQtkq961sZStbeRfKVrlvZStb2cq7UP4/k0Qk7+ZoTOYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow_serving/apis/prediction_service_pb2.py:131: DeprecationWarning: beta_create_PredictionService_stub() method is deprecated. This method will be removed in near future versions of TF Serving. Please switch to GA gRPC API in prediction_service_pb2_grpc.\n",
      "  'prediction_service_pb2_grpc.', DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "# create the RPC stub\n",
    "channel = implementations.insecure_channel(host, int(port))\n",
    "stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the request object and set the name and signature_name params\n",
    "request = predict_pb2.PredictRequest()\n",
    "request.model_spec.name = 'deepnet'\n",
    "request.model_spec.signature_name = 'predict_images'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/contrib/learn/python/learn/learn_io/generator_io.py:26: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  from collections import Container\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/contrib/labeled_tensor/python/ops/_typecheck.py:133: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  return (isinstance(instance, collections.Iterable) and\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/contrib/labeled_tensor/python/ops/core.py:722: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  tc.Tuple(string_types, collections.Hashable))),\n",
      "/home/yatin/anaconda3/envs/deeplab4/lib/python3.7/site-packages/tensorflow/contrib/labeled_tensor/python/ops/core.py:1058: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  @tc.accepts(string_types, collections.Callable)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:\n",
      "The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
      "For more information, please see:\n",
      "  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
      "  * https://github.com/tensorflow/addons\n",
      "  * https://github.com/tensorflow/io (for I/O related ops)\n",
      "If you depend on functionality not listed there, please file an issue.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# fill in the request object with the necessary data\n",
    "request.inputs['images'].CopyFrom(tf.contrib.util.make_tensor_proto(image.astype(dtype=np.float32), shape=[1, height, width, 3]))\n",
    "\n",
    "request.inputs['height'].CopyFrom(tf.contrib.util.make_tensor_proto(height, shape=[1]))\n",
    "request.inputs['width'].CopyFrom(tf.contrib.util.make_tensor_proto(width, shape=[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "_Rendezvous",
     "evalue": "<_Rendezvous of RPC that terminated with:\n\tstatus = StatusCode.UNAVAILABLE\n\tdetails = \"failed to connect to all addresses\"\n\tdebug_error_string = \"{\"created\":\"@1588256075.388322964\",\"description\":\"Failed to pick subchannel\",\"file\":\"src/core/ext/filters/client_channel/client_channel.cc\",\"file_line\":3818,\"referenced_errors\":[{\"created\":\"@1588256075.388310147\",\"description\":\"failed to connect to all addresses\",\"file\":\"src/core/ext/filters/client_channel/lb_policy/pick_first/pick_first.cc\",\"file_line\":395,\"grpc_status\":14}]}\"\n>",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31m_Rendezvous\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-13-47748541440c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m# For async requests\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mresult_future\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstub\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPredict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfuture\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10.\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mresult_future\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresult_future\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/envs/deeplab4/lib/python3.7/site-packages/grpc/_channel.py\u001b[0m in \u001b[0;36mresult\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    293\u001b[0m                     \u001b[0;32mraise\u001b[0m \u001b[0mgrpc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFutureCancelledError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    294\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 295\u001b[0;31m                     \u001b[0;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    296\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    297\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mexception\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31m_Rendezvous\u001b[0m: <_Rendezvous of RPC that terminated with:\n\tstatus = StatusCode.UNAVAILABLE\n\tdetails = \"failed to connect to all addresses\"\n\tdebug_error_string = \"{\"created\":\"@1588256075.388322964\",\"description\":\"Failed to pick subchannel\",\"file\":\"src/core/ext/filters/client_channel/client_channel.cc\",\"file_line\":3818,\"referenced_errors\":[{\"created\":\"@1588256075.388310147\",\"description\":\"failed to connect to all addresses\",\"file\":\"src/core/ext/filters/client_channel/lb_policy/pick_first/pick_first.cc\",\"file_line\":395,\"grpc_status\":14}]}\"\n>"
     ]
    }
   ],
   "source": [
    "# sync requests\n",
    "# result_future = stub.Predict(request, 30.)\n",
    "\n",
    "# For async requests\n",
    "result_future = stub.Predict.future(request, 10.)\n",
    "result_future = result_future.result()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.unique(image_mask,return_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# get the results\n",
    "output = np.array(result_future.outputs['segmentation_map'].int64_val)\n",
    "height = result_future.outputs['segmentation_map'].tensor_shape.dim[1].size\n",
    "width = result_future.outputs['segmentation_map'].tensor_shape.dim[2].size\n",
    "\n",
    "image_mask = np.reshape(output, (height, width))\n",
    "plt.imshow(image_mask)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "253,231,36"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.unique(image_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# image_mask==[253,231,36]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "image_mask[np.where((image_mask==[253,231,36]).all())] = [255,255,255]\n",
    "image_mask[np.where((image_mask==[68,1,84]).all())] = [0,0,0]\n",
    "result = cv2.bitwise_and(image,image,mask = image_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,10))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(image, 'gray', interpolation='none')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(image, 'gray', interpolation='none')\n",
    "plt.imshow(image_mask, 'jet', interpolation='none', alpha=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fdb20a79110>"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_mask_copy = image_mask.copy()\n",
    "np.place(image_mask_copy,image_mask_copy!=15,[0])\n",
    "np.place(image_mask_copy,image_mask_copy==15,[255])\n",
    "plt.imshow(image_mask_copy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fdb2073e510>"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADfCAYAAAAN+JPJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deVxVdf4/8Nf7XnYFAdkUFBRBBRMX3KbNtKLFpT39jm1j42++mWk5OTpNOm3f0ZnSKS0ns5ksFXMmS8vJRKdSK000F0SQRZBNUEH27d7z/v3BhYEAuXCXc5f38/H4PLj33LO8P9zLm3M/53M+H2JmCCGEcCwatQMQQghhfpLchRDCAUlyF0IIByTJXQghHJAkdyGEcECS3IUQwgFZLLkT0R1ElE5EmUS01FLHEUII0R5Zop87EWkBnANwG4B8AEcBzGbmVLMfTAghRDuWOnMfDyCTmbOZuQHANgAzLXQsIYQQP+Niof2GAshr9TwfwITOViYim79NNiAgAOHh4aoc++rVq8jKyurRtr6+voiMjDRqXUVRUFhYiEuXLoGI4ObmBn9/fwQFBUGjcY7LM7W1tcjMzERDQ4PaoQhhjMvMHNjRC5ZK7tTBsjYJnIjmAZhnoeObXX19PUaNGoX7778fkydPhoeHB4g6qqb5rVixAi+//HKPtg0ICMDXX38Nb29vo9bX6XQ4ffo0+vTpg6CgIPTq1ctq9bQFzIw5c+Zg69ataocihDFyO3vBUqdj+QAGtHoeBqCw9QrMvIGZ45k53kIxmFVlZSXef/993HPPPZg+fTr27t2L2traNqWxsdEixzblukhjYyMURTF6fRcXF4wePRqDBw9G7969nSqxN5PxloQjsNSZ+1EAUUQ0CEABgFkA/sdCx7KqhoYG7N+/H0eOHEFERESb5Pfoo49i8eLFNpUQy8rKkJOTg7i4OLVDsQu1tbVISUlROwwhTGaRM3dm1gF4GsBXAM4C2M7MZyxxLLVUVVUhJSUFp0+fbim7d++GXq8363EURUF2dnaPt6+oqMDSpUuRm5srZ6RGUBQFtbW1aochhMksdpWMmf/NzNHMHMnMr1nqOLYkMzMTZWVlZt2nXq9HTk6OSfvYs2cPZs+ejQsXLpgnKAdWW1uLuro6tcMQwmTO0QXCSqqqqsx+1nflyhVkZGSYvJ8ffvgBzz//PKqrq80QlePKz89HSUmJ2mEIYTJJ7mZUWVmJtLQ0s+6zpKTEbAn5k08+wQcffCDNM9eQnp4OnU6ndhhCmEySuxnp9XqzN33k5uaaLbkrioK3334bpaWlZtmfo2FmVFdXG91tVAhbJsndzD7//HOznvkdO3bMbPsCgIyMDOzevVvO3jtARHj88cexc+dOjB49Wu1whDCJJHczO3z4MC5evGiWfSmKgry8vK5X7AadToeVK1eiuLjYrPt1FFqtFjfddBM+/vhjo+/sFcIWSXLvITc3NwQHB7dbfuXKFZw4ccIsxzh27Bh27txpln21dvbsWaxZs6ZbNzc5EyLCkCFD8PLLL8PFxVK3gghhWZLce8jd3R2hoaHtluv1euzdu9fk/et0OqxZswZXrlwxeV8d2bVrFy5fvmyRfTsCIkJ8fDx69eqldihC9Igk9x6qrq5GamrHIxiXlZWZfFas0Wig1WpN2kdn+73rrrvw/vvvIyAgwOz7dxR1dXVYtWoVysvL1Q5FiB6R75w9pChKpze7nDx5EvX19fD09Ozx/jUaDby8vHq8fWfGjRuHrVu3wsfHx6aGSbAlzIwPP/wQH374odqhCNFjcuZuAeYagmDMmDFm2U8zLy8vrFixQhJ7F9LT0/Hyyy9Lf3dh1yS5W4CiKGa5WBkbGwsPDw8zRNRk6tSpmDp1qiT2a9Dr9fjLX/6CgoICtUMRwiSS3C0gNzfXLP3TJ0yYgHvvvdcMETUZMmQI3NzczLY/R5SRkYEdO3aoHYYQJpPkbgG1tbU4cOCAyTcKubq6IiQkxExRia4wM/bu3YurV6+qHYoQJpPkbiH//ve/UV9fb/J+zNksI65NURQkJSWpHYYQZiHJ3UJOnz5tlkHExo8fb4ZohDGKiorMPtyDEGqR5G4hVVVV+P77703ej4uLi9kugObl5Zl9MhFHwczYvHmz2YaOEEJtktwtRKPRIDCww0nJu+X06dNmG+QrJydHknsnCgoKsGHDBhlQTTiMLpM7Ef2diEqIKKXVMn8iSiKiDMNPv1avLSOiTCJKJ6IESwVu61xcXDB48GCT93Pp0iUzRCOuRa/X409/+hPOnz+vdihCmI0xZ+4fALjjZ8uWAtjPzFEA9hueg4hi0DQZdqxhm3eIyPz30DswZoZOp0NjYyNqa2tRVVWldkgOLy0tDdu2bVM7DCHMqsvhB5j5ABFF/GzxTACTDY83AfgGwO8My7cxcz2A80SUCWA8gB/ME6790Ol0yM7OxpgxY4xuMy8rK8OaNWuQnJyMy5cvo7Gx0awzO7m5uckNTB1ITEyUCUyEw+np2DLBzFwEAMxcRERBhuWhAA63Wi/fsMzpKIqCF154AceOHcP06dMRGxsLHx8faDQdf1liZmzfvh2vvfaaxYbiHTt2rAxh24GKigq1QxDC7Mx9QbWj08IOr1AR0TwiSiaiZDPHYDMyMjKwatUq3HrrrYiPj8e8efOwZ88eVFVVtblwx8w4dOgQXn31VYuOse7h4SFn7kI4iZ6exhUTUT/DWXs/AM3TxecDGNBqvTAAhR3tgJk3ANgAAETk0F0U6urqkJWVhaysLGzevBkxMTF45JFHkJCQAA8PD3zyySf461//isLCDn9VZjNu3DiL7l8IYTt6mtx3AXgMwErDz52tlm8lotUA+gOIAvCjqUE6kvr6evz000/46aef4OPjA1dXV5SWllq8Cx4RmTQEsaPS6/XSI0k4pC6TOxElouniaQAR5QNYgaakvp2I5gK4AOBBAGDmM0S0HUAqAB2A+cwsHas7IW296tPpdEhPT1c7DCHMzpjeMrM7eWlqJ+u/BuA1U4ISQghhGrlDVQghHJAkd+HUGhsbzTJ6pxC2RpK7E5FukO2dOXMG2dnZaochhNlJcncS3t7eGDp0qNph2BRmxu7duzud6FwIeybJ3Um4uLjAy8tL7TBsBjMjLS0NW7duVTsUISxCkrtwSs0jQWZlZakdihAWIcldOKXCwkJ89dVXaochhMVIcncSvr6+Mh9rK8XFxSgrK1M7DCEsRpK7kwgLC4OPj4/aYdiMzMxMmZVKODRJ7k7Cz89PukIaMDMKCwstOgKnEGqT5O4kRo4c2elY8s6GmXHs2DG1wxDCouSv3YnImXuTjIwM7Nu3T+0whLAoSe7CqTAzEhMTZZhf4fAkuQuncunSJSQmJqodhhAWJ8ldOJWffvoJmZmZaochhMVJcncSubm50jsEQFZWlvwehFOQ5O4kcnJyJKkBOH/+vNohCGEVktydRGlpKWpra9UOQ1WKouDixYtqhyGEVXSZ3IloABF9TURniegMES00LPcnoiQiyjD89Gu1zTIiyiSidCJKsGQFhHEKCwtRWVmpdhiq0uv1OHfunNphCGEVxpy56wAsZubhACYCmE9EMQCWAtjPzFEA9huew/DaLACxAO4A8A4RaS0RvDBeY2MjysvL1Q5DVUSEvn37qh2GEFbRZXJn5iJmPm54XAngLIBQADMBbDKstgnAPYbHMwFsY+Z6Zj4PIBPAeHMHLrqnqqrK6Ye31Wq1iI2NVTsMIayiW23uRBQBYDSAIwCCmbkIaPoHACDIsFoogLxWm+Ublv18X/OIKJmIkrsftuguZkZFRYXaYahK7tAVzsTo5E5EvQF8AmARM18rS3T0F8TtFjBvYOZ4Zo43NgZhmuPHj6sdQgu9Xg/mdh8LixsxYoTVjymEGoxK7kTkiqbEvoWZdxgWFxNRP8Pr/QCUGJbnAxjQavMwAIXmCVeYIi0tDTqdTu0woNfrsXHjRlUu8F65csXqxxRCDcb0liEA7wM4y8yrW720C8BjhsePAdjZavksInInokEAogD8aL6QRU+dPn0apaWlaoeBlJQUvPjiizhx4oTVj11UVGT1YwqhBmPO3K8H8AiAKUR0wlDuArASwG1ElAHgNsNzMPMZANsBpALYA2A+M8usCDbg4sWLSEtLUzUGZsbu3btx6dIlfPrpp1a9sYqZ0djYaLXjCaEqZla9oKlNXooVym9/+1tWFIXVotfrecaMGQyAg4ODOSMjw2rx1NXV8aRJk1R/D6RIMWNJ5k7yqtyh6mS2bNmCH3/8UZWLmQBQUVGBlJQUAE3zmP7xj39EQ0ODRY+p1+tx5swZLFq0SJWmICFU0VnWt2aB+v/9nKpERkZyZmamKmfwycnJ7O7u3hKLq6srL168mEtKSswej6IoXFZWxosWLeK+ffuq/nuXIsUCpdMzd9UTO0tyV6VMnz6d6+rqzJpMjfGf//yHtVptu3jGjh3LJ06cMGuCz8zM5BtvvJGJSPXftxQpFirSLCPaSkpKwsGDB63ePJOcnAy9vv319WPHjmH69OnYv3+/WWLS6XRYvny5KnUUwhZIcndSdXV1WL9+vdWHAe4osTfLy8vDiy++iLq6OpOPc/nyZezfv9/k/QhhryS5O7FDhw6hoKBA7TDaOHv2LHJzc03ej5+fHyIiIkwPSAg7JcndiV26dAnffvut2mG0UV5ejq+++srkphStVgtXV1czRSWE/ZHk7sSYGZ999tk1m0rUsGnTJqcf5EwIU0lyd3JZWVmor6+32vHc3Ny6XOfUqVPYsWOHyWfvxhxLCEclyd3J9erVy6pJ8KabboKXl9c119Hr9Vi+fDkOHTrU4wSv1Woxbty4Hm0rhCOQ5O7ktFrrTpI1cuRIJCR0PfNifn4+HnvsMWRnZ/cowRMR/P39exKiEA5BkruTGzt2rFUTvKurK1599VUMGDCgy3XPnz+PBQsWoKampkfHGjNmDDQa+YgL5ySffCfn4eFh1RmKiAjDhw/Hp59+ijvvvLPL9fft24cDBw706Fh9+/aFt7d3j7YVwt5Jcndy7u7uVj8mEWHs2LF49913sXz5ckybNg3Dhw9HUFBQu28RN954I66//voeHScuLg6LFi2yetOTELaAbOHWbMPYH8LKiAhffPEF7rrrLtViaB4Ho6qqClVVVUhJScHBgwexb98+hIeHY+XKlQgPD+/xt4vq6mo8/PDD2L17t5kjF8ImHONOpiqV5O7EiAh79uzB7bffrnYobTAz6urqQETw8PAweV/Z2dlISEhAVlaWmSIUwmZ0mtylWcaJeXh4oG/fvmqH0Q4RwdPT0+TE3ryvwYMHY9WqVXBxcTFDdELYB2PmUPUgoh+J6CQRnSGilwzL/YkoiYgyDD/9Wm2zjIgyiSidiLru9yZUERsbi+HDh6sdhsUREUaMGCE3NQmnYsyZez2AKcwcB2AUgDuIaCKApQD2M3MUgP2G5yCiGACzAMQCuAPAO0QkV7Rs0N133w1PT0+1wxBCWECXyd0w70GV4amroTCAmQA2GZZvAnCP4fFMANuYuZ6ZzwPIBDDerFELk/n6+uKhhx6yajdINdnCtSUhrMmoNnci0hLRCQAlAJKY+QiAYGYuAgDDzyDD6qEA8lptnm9Y9vN9ziOiZCJKNqUComduvvlmREVFqR2G1aSlpZllnHgh7IVRyZ2Z9cw8CkAYgPFENOIaq3d0KtjutImZNzBzfGdXeoVlTZ061WkuMOp0Onz55ZdWn5hECDV1q7cMM18F8A2a2tKLiagfABh+lhhWywfQ+t7yMACFJkcqzMbNzQ1jx451iiaZhoYGrF27Fh9++KHaoQhhVcb0lgkkIl/DY08AtwJIA7ALwGOG1R4DsNPweBeAWUTkTkSDAEQB+NHcgYueCwkJwdChQ9UOw6IURcG5c+cwb948LFu2TJpkhNMx5nt5PwCbDD1eNAC2M/MXRPQDgO1ENBfABQAPAgAznyGi7QBSAegAzGdm25oNwskNHjzYocdcKS8vx9q1a/HWW2/h0qVLaocjhCq6TO7MfArA6A6WXwEwtZNtXgPwmsnRCYvo37+/Q05BpygK0tLS8Lvf/Q67d++WHjLCqTnHFTXRxsiRI9UOwayYGWVlZVi/fj3WrVuHixcvqh2SEKqT5O6EgoKC7P5iqqIoqK+vR05ODhITE7Fjxw6cPXtWesQIYSDJ3cm4u7vb5Zm7Xq/HxYsXcerUKRw6dAh5eXk4ceIELly4gPLycrXDE8LmSHJ3MhqNpss5TG1RXl4eZs6ciTNnzkCvl+vzQnRFRoV0Mh4eHmYZbdHawsPDMX/+fLtvThLCWiS5O5n+/fsjJCRE7TC6jYgwZ84cTJo0Se1QhLALktyF3fD09MSsWbPUDkMIuyDJ3ckMGTLEbvu4ExEmTZqEXr16qR2KEDZPkruTCQoKsusBw0aMGIGFCxfa7T8oIaxFkruTsffZiFxdXbF8+XJs3rwZkyZNglYr88AI0RFJ7k5m/Hj7nzfF3d0dDz74IPbu3YvFixdLDxohOiDJ3ck4yrR6RITevXtjyZIlGDdunNrhCGFzJLk7kV69eiE2NlbtMMzK398fq1atgq+vb4+2l7N+4agkuTsRjUZjlzcwXQsR4aabbsKLL75o9IVijUaD4OBg/PrXv8a6deswZcoUBAYGtrTfExG0Wu01ixC2jmxhWFQiUj8IJzBo0CAcPXoUffv2VTsUs6urq8OvfvUrbN++vcPhCYgI4eHhSEhIwLRp0xAXF4f+/ftDo9GgsbERxcXFyMrKQnJyMvz8/K45mQkz49SpUzh48CCOHz+O/Px81NbWWrJ6ds3b2xtDhgzBbbfdhoEDB+Ly5cs4evQoMjIycOHCBWi12jZDYoSGhpr8GWVmZGVloaqqClevXnXkISuOdTZVqSR3JxIfH4/vvvvO7nvMdISZUVlZiZ07d+Lll19GZmZmy2suLi5YuHAhFi9ejODgYGg0pn9hZWYwMyoqKnDu3Dl88cUX2LdvH1JTU51+ILPevXsjJCQEo0ePxg033NCS1L28vEBEuHLlCrKysrBlyxZ89tln+Mtf/oKbbrqpZXtvb2+zfMO8evUq6urqsHPnTqSmpqKmpganT59ueewgJLkL4Oabb0ZSUpJD9xFnZpw8eRIPP/wwzp07BwB44oknsH79eri7u1v0uA0NDcjJycGRI0dw4MABHD9+HLm5uaisrERjY6PFjm1pWq0WHh4eCA0N7fCCfFhYGMLDwwEAMTExmDJlCkJCQuDj49NhE1ZVVRXKy8tRUlKC/Px83HDDDfDz87NI7MyM1atXY8iQIZg+fToaGhpw9OhRPPfcczh27JgjTOhienI3TLOXDKCAmacRkT+AjwFEAMgB8BAzlxnWXQZgLgA9gGeY+asu9m33v2F7sGjRIqxevdrhLyIyM5KSkjBz5kwEBQXhwIEDLcnHWhRFQUNDAy5evIjs7Gzk5eWhsLAQaWlpyMnJaTehiL+/P6KjowEAXl5e0Ov1KCgoQFpaGoqKilBXV2e2ROTq6orBgwdj7NixAICTJ0+2+eczYMAAhIaGQqvVYvz48QgLC0N0dDSCg4M7/Afp4uJi0zfGVVdXw9PTs+UbGzOjuLgYK1euxObNm1FaWmrPSb7T5N6dd2QhgLMAfAzPlwLYz8wriWip4fnviCgGwCwAsQD6A9hHRNEyj6r6iMjhEzvQVM/Jkyfj/vvvR3R0NAYOHGj1GJovXkdERCAiIgIAWhJIQ0MDdDpdm/W1Wm27xKnX61FVVYULFy7g9OnTyMvLQ3JyMurq6lqGPm5sbMTly5eNimfQoEG47bbbMHPmTIwdO7alh1FtbW2b5Obq6try7c4RPi8/H66CiBASEoI33ngDTz/9NJKSkvDee+/hp59+UilCyzAquRNRGIC70TQv6nOGxTMBTDY83gTgGwC/Myzfxsz1AM4TUSaA8QB+MFvUQnTBzc0NCxcuRP/+/W0mQTXH4e7ublQTkYuLC3x9feHr64uRI0e2JGBFUVBVVQVmRm1tLXJycro883RxcUFUVBR8fX3b/T7scXx/c9BqtRgyZAgiIyMxY8YMvPDCC9i8ebPDXHw19sz9rwCWAPButSyYmYsAgJmLiCjIsDwUwOFW6+UblrVBRPMAzOt2xEIYKT6+w2+rdqs5KWu1WvTp0wcA4Ovri379+qkZlt0jIoSGhuKdd95BeXk5PvvsM7VDMosuuw0Q0TQAJcx8zMh9dnSa1O60gpk3MHN8Z+1FQpjKWZqhhHl4enpi7dq1mDVrlkN0OjCmT9j1AGYQUQ6AbQCmENFmAMVE1A8ADD9LDOvnAxjQavswAIVmi1j0mJzhCdE5IkJYWBj+8Y9/YN26dejdu7faIZmky+TOzMuYOYyZI9B0ofQ/zDwHwC4AjxlWewzATsPjXQBmEZE7EQ0CEAXgR7NHLrqFiDB8+HC1wxDC5nl4eGDu3Ll45ZVX7PpuZFPu5lgJ4DYiygBwm+E5mPkMgO0AUgHsATBfesqor/mmGyFE17RaLX79619j8uTJaofSY91K7sz8DTNPMzy+wsxTmTnK8LO01XqvMXMkMw9l5i/NHbTomRMnTqgdghB2w8vLCytWrGi5eG1vZOAwJ1JWViZn70IYiYjwi1/8AgsWLDDLkBXWZn8Rix5LS0tzmD68QliDVqvFkiVLMGfOHLvreSXJ3YlcunQJiqKoHYYQdsXb2xsrV660u7kQJLkLIWwOM+PKlSvYtGkTioqK1A4HISEheP755+2q94wkdyGEzTlx4gQmT56MuXPnYsGCBaoP7kVEmDlzJkaNGqVaDN0lyV0IYVP0ej3++te/IiUlBXq9Hjt27MC9996Lw4cPQ6fTqZbkfXx8sGDBArs5e5fk7kR69epldxeFhPO5cuUKvv7665bnzIwDBw4gISEBTzzxBPLz81WJi4hwzz33IC4uTpXjd5ckdycyatQomx53Wwig6Qx52LBh7ZZXVlZi69atSE9PVyGqJj4+Pnj44YdVO353SHJ3Is3TnAlhy9zd3fHAAw90+Jqvry+ioqKsHNF/EREefPBBBAQEqBaDsSS5O5Hx48erHYIQXSIiTJ06Ff7+/u1ec3Fx6XCqP2saOHAgZsyYoWoMxpDk7iSISJpkhN0YOHAgJk6cqHYYHdJqtViwYIHND0sgyd1JuLu7IzAwUO0whDCKi4tLh5OtREREwNvbu4MtrOu6667DL3/5S7XDuCZJ7k7Cy8sLAwYM6HpFIWwAEXU4nouvr69RUxRamlarxdKlS236b0qSuxDCJkVFRbXrABAfH9+tTgHN88xaYtiNsLAwLFy40Gb7vUtyF0LYpNDQ0DZn70SEAQMGGJ3cmRm5ubl4+OGH8frrr6OkpMSsN0AREebOnYvrrrvObPs0J0nuQgibNGTIEERERECr1WLQoEF45ZVXMGvWrG7to6qqCtHR0aiqqkJxcbHZY+zTpw9efPFFeHh4mH3fpiJbGN+biNQPwsH5+/vj9OnT6N+/v9qhCGEUZsbRo0dx8eJFTJo0CQEBAT26T6M5x1nqHo+GhgbMnz8fGzdutMj+u3CMmdtfeYaRyd0wOXYlAD0AHTPHE5E/gI8BRADIAfAQM5cZ1l8GYK5h/WeY+asu9i/J3cIkuQthOXl5ebjtttvUuHu20+TenWaZW5h5VKsdLQWwn5mjAOw3PAcRxaBpIu1YAHcAeIeIbPOKgxDCZuj1epw8eRIXL1606OBglphPOCwsDL///e9t6uKqKW3uMwFsMjzeBOCeVsu3MXM9M58HkAlAbo0UQlxTRUUFnn32WXz5pWWnXa6urkZjY6NZ90lEuPXWW+Hn52fW/ZrC2FsWGcBeQ/PJu8y8AUAwMxcBADMXEVGQYd1QAIdbbZtvWNYGEc0DMK/HkQshHIqvry8SExPh5+dn0TGQevfubZH9uri42NRd4MZGcj0zFxoSeBIRpV1j3Y7elXbfgQz/IDYA0uYuhGg6+w0ODlY7jB7z8/NDdHQ0Ll68qHYoAIxslmHmQsPPEgCfoqmZpZiI+gGA4WeJYfV8AK1v2woDUGiugEXPVFdX4/z582qHIYTD0mg0cHV1VTuMFl0mdyLqRUTezY8B3A4gBcAuAI8ZVnsMwE7D410AZhGROxENAhAF4EdzBy66R6fToaamRu0whGijqKhI1enzzImIVB+xsjVjztyDARwiopNoStK7mXkPgJUAbiOiDAC3GZ6Dmc8A2A4gFcAeAPOZWW+J4IXxOpsAwdyYGTU1Nbh06RL0ennbRecURcG6detw/vx5h0jwRIQ77rjDZuZMkJuYnMTYsWNx8OBBi5xZNCf0H374Af/5z3+wb98+XLx4EZMnT8ZTTz2FuLg4eHh42MyHXtiGiooKTJw4Ef7+/ti6dWu3hhawVQUFBRg3bhyKioqsdchO+7m39PlUs6DpgqsUC5Zf/vKXrNfr2dwUReGTJ0/yjTfeyK6uru2O26tXL7755pv5008/5bq6OlYUxewxCPv09ddfs7u7OwPgiRMnclJSkt1/RvR6PT/11FPW/NtO5s7yamcvWLOonfgcvRARr1+/3iIf5pqaGr7xxhu7jMHNzY0ff/xxrqystEgciqJwZmYmV1dXW2T/wrx0Oh0//vjjbT4jHh4efP/993N2drba4ZkkJSWFfX19VU/uMnCYE/D19cXUqVMtsu+0tDQcO3asy/UaGhrw0Ucf4Y033rBIW3x9fT2efvppbNiwwSLDuwrz0mg0mD59OlxdXVu6QP7v//4vFi1ahJCQELXDM0l0dLRtTGnZWda3ZoENnN06crn99tu5oaHB7GcoiqLwm2++yYZrJkYVHx8f/vzzz8361buhoYHfeOMNdnNz45CQEM7KyjLbvoXl1NTU8Ny5c3n16tV8/vx5izQbqkFRFF6zZo3qZ+6qJ3aW5G7RQkT8zjvvmL0ds7kZJDo6utsxDRs2jM+cOWNSTIqicFlZGe/bt49nzZrFHh4eLftfsGABNzY2mrG2wlJqa2sdJqm3dvjw4ZbrCWold+kt4+C8vLzw/fffIy4uzmz7ZGacP38es2fPxo8/9uwWhsjISMyePRu9e/fGyJEj4e/vj6ioqJaxOa7Va6KyshIffPAB/kCxIhEAABiESURBVPa3vyEjI6PdOCE+Pj44fPgwhg8f3qPYhDBVaWkpJk6ciIyMDEsfSnrLOGsZOHAgl5WVme2MRFEUzsrK4vHjx5stRq1Wy66urhwZGcmzZ8/mjz76iC9cuMBVVVUtvSeaS2VlJS9btow1Gk2n+3N1deXk5GSz1VmI7tLr9fzKK69c83NqptLpmbvtjHIjLIKIzNZ3WFEUnD17FnPnzu3xGXtH9Ho99Ho9srKykJWVhY8//hiBgYHo06cPQkJCEBERAQBgZqSkpCAlJeWaF03NWWchekKj0eDpp5/GoUOHsHfv3uaTWKuSZhkHFx4ejpMnT6JPnz492p6ZUV1djVOnTuHjjz/G1q1bcfnyZTNHaV4DBgzA8ePHERAQoHYowsmVlpZizZo12LBhA0pKSrreoPvMMlmHcDLMjNTUVCQkJGDKlCl46623bCqxjxs3Dm5ubu2WBwQEwMvLS4WIhGjL398fL730Eg4ePIhnn30W/fv3t9q3SknuolO1tbWYN28evv/+e9TX16sdThuurq74wx/+gOjo6HavJSQk2NQATsK5aTQaREdH4/XXX8eRI0dw3333WSXBS3J3cFeuXEF+fn6Ptj1z5gx++uknM0dkOo1Gg4SEBFx//fUICwtr8xoRYeTIkdLmLmyORqNBWFgY3nvvPfzhD39A3759LXs8i+5dqK6mpgaZmZnd3o6Z8fnnn6O2ttYCUXWfh4cH7r//fjz77LP417/+hc2bN6Nv374YPHhwm/Xc3d1x3XXXqRSlEF3z8/PDihUr8O233+Kpp56Cv7+/RY4jvWUcnKIoOHXqFGbMmNGts9mcnBx8+OGHFozMeESE5557Di+99JJR05jJWbu4luZOJGp+TrRaLWJjY/HWW2/hqaeewttvv43t27ejvLy8W/vR6XSdvibJ3QmUlpZ2e5vU1FRrDlt6TS4uLrjppptaZpZnZjQ0NCAjIwOnTp1qs25MTAwCAwPVCFPYAUVRkJiYiDvvvNNiZ8zd0Zzk165di+eeew6lpaVgZmRkZGDXrl24evUqZs2ahdjY2A7/GU2YMKHznXfWAd6aBTZws4+jFo1Gw9u2bev2TRh1dXXWHrr0miUqKoo/++wz/uCDD3jx4sU8adIk9vHxYaBpiIXo6GieMWMGp6Wl2fWQscKysrKyeNiwYZyZmal2KJ2qra1tM9LqzJkzOx2iAXITk/MKDAzEDTfc0O3t3N3dsXz5cmRmZmLv3r0WiKx7MjIycN9997U+IWgxZcoUJCYmwt/fHxqNRvVmGWaGoigoKSlpuekqNjYWsbGxCAwMbBkJUVgXM2PPnj04d+4cMjMzERkZqXZIHaqpqWkz33FBQQHq6uq63b3XqORORL4ANgIYgab/Jr8CkA7gYwARAHIAPMTMZYb1lwGYC0AP4Blm/qpbUQmzCQsL6/HXz+DgYGzatAmPPvookpKSzBxZ93V2V+rUqVMREBCgesLU6/XIzs5GUlIS9u/fjyNHjqC4uBg6nQ4uLi4ICAhAbGwsYmJiMGfOHIwcORIeHh6qxqwmRVHQ0NAAd3d3q7x3er0en3/+ORRFwZkzZ5CQkGDxY/ZEdnY2Ll261PI8Pz8fNTU13b93o7NTem7bbLIJwJOGx24AfAH8GcBSw7KlAFYZHscAOAnAHcAgAFkAtF3sX/Wv/Y5apk2bxjqdzqSviUVFRTxv3jyOiIiwxlgZ3Sru7u78+eefm1Q/UzSPTvnll1/y7Nmz2d/f36ghkD09PXnKlCn83nvvcUFBATc2NjpVc5JOp+Nt27bxLbfcwoWFhVY5ZllZGUdFRTEAXrJkiVWO2ROpqanct2/fls9KSEgIX7p0qcN1YcqQvwB8AJyHYaiCVsvTAfQzPO4HIN3weBmAZa3W+wrApC6OoXqScNQSHh7Oly9fNunDpigK6/V6Li4u5nXr1vGIESPYzc1N9br17t2bX3rpJa6vrzepfj39neTm5vKKFSt42LBhHU4xaEzRaDQcGhrKCQkJvG7dOj569ChXVVVxY2NjSykrK+OysrI2yxobG+16qNzmQeDeeecdqwzPrCgK//vf/255n1588UWLH7On9Ho9r1q1qiXW+Pj4TmcYgylD/hLRKAAbAKQCiANwDMBCAAXM7NtqvTJm9iOidQAOM/Nmw/L3AXzJzP+6xjGuHYToMa1Wi9/+9rd47bXXWnqbmIKZUVlZia+//hqrV6/GoUOHrDrzkaurK8aMGYNbb70V06ZNQ3x8vFHdI82FmZGfn4+///3veP/995GXl2fW/Xt6emLYsGHw9vZuWVZcXAygqZmstYiICISHhwMAQkJCEBMTg8GDByM4OBhubm6qN1MZo7GxES4uLhaLVVEUZGZm4siRI3jttdeQnp4OIsKuXbswbdo0ixzTHBoaGrB8+XJ8++23uOeee7BkyZIOBx/TarU9H/IXQDwAHYAJhudvAngFwNWfrVdm+Pk2gDmtlr8P4P4O9jsPQLKhqH4W6MjF29ubk5KSzPq1X1EULi8v57feeouHDRvWrdmYelJ69+7NkydP5p07d3J1dbUqTRh1dXW8fv16HjBggOrvaUdFq9VyQEAA33jjjfz73/+ef/jhB66qqnKq5p5miqJweno6L1iwgAMCAtp8Pv38/DgjI0PtELtUU1PDdXV1rNfrOTExke+66y6+88472xSY2CwTAiCn1fMbAeyGNMvYVRkzZgxnZGSY/au8oihcUlLC69at43vvvZeDg4O71S7v6urK/fv359tvv53nzJnDI0eO5BEjRnBkZCRHRkbyAw88wGvXruXU1FTVkjozc0lJCT/yyCPWml3HLMXDw4PHjh3LGzdu5Pz8fFWar9RQVVXFq1ev7vCfMBHxSy+9ZFczdel0Or7llls6e59Nm4mJiA6i6YJqOhH9EUAvw0tXmHklES0F4M/MS4goFsBWAOMB9AewH0AUM3c6K7I0y1hHSEgIli5diieffBJeXl5m/yqs1+tRVFSEb7/9Fvv27UNjYyN69eqFcePGQaNpGunixIkTLTdVDR06FL/4xS8QExODgIAAaLVaNDQ0gJlRV1cHoGlWJXM0J5mCmfG3v/0N8+fP7/Crsa3TaDQICgpCTEwMwsPDERMTg379+iEmJgahoaHw9fV1iO6ZiqIgIyMDL7zwAj799NMOmwv9/f1x9OjRdsNW2DJFUfDUU0/h3Xff7ejlTptljE3uo9DUFdINQDaAJ9A0Ls12AAMBXADwIDOXGtZ/AU3dJXUAFjHzl13s3/7+YuyUVqtFQkIC1q5di0GDBlnkD7qjz1TzcX7+mj0klNraWkydOhU//PCD2qGYlaenJwIDAxEeHo7Ro0djwoQJ6N+/P0aNGgUfH5+Wf8g/pygKqqurcfr0aZSUlKBfv34IDQ1FYGCgKm39iqIgOzsb7777Lj766KOWaxQdmTBhAr755hu764K6ZcsWPPLIIx39bck0e1LalsGDB/N3333nlO2x3XXs2DH28vJS/T2zRnF1deWhQ4fy0qVL+dy5c1xcXNxSTp06xZ988gn/6le/4hEjRrQ0UXl4eHDfvn15woQJ/Kc//YkLCwut8rlSFIVzcnL4+eef5+DgYKPq9+ijj9rlZ/7gwYPs4uLSUZ1kgmzRXnh4OBITEzFx4kS7OINWAzPj1VdfxfLly9UOxep8fX3h7u7e8ry6uhrV1dXXbJoiIgwdOhRvvPEG7rzzzjbf2NLS0nD16lUATRO3jxgxosdNboqiYNeuXViyZEm3JqFevXo1Fi1a1OnnnZlx8uRJJCUlQVEUREREYODAgQgMDERkZKRqfyclJSUYPXo0CgsLf/5Sp2fuMvyAE8vNzcWDDz6IZ555Bo8++iiCg4MdOsnX19eDmbt1RyQz4/DhwxaOzDY1J2JjERHCw8MRFxeHoKCgdq9/9dVXLV36vL298cILL+C+++5DREREjz533333XbcSe3OMXR1ry5YteP311wE0Xa/QaDSIi4vDN998g969e3c7TnPo27cvfv/732Pjxo1t/rmePHmy8406O6W3ZoENfB115kJEHBkZyc899xx//fXXfPXqVbv86toRvV7PJSUl/M9//pNvvvlmHj9+PK9YsYKPHDliVDfBiooKjomJUf09sofyxBNPcHFxcac9UYqKinjw4MEt62s0Gr777rt73HMlPT2dg4KCuhXjmjVrutzvjh07WKvVttnO1dWVd+zY0aM4zUWv13NtbW2bAlO6QlqjqP2hlPLf4ubmxjExMbx48WL+9ttv7bL7nKIoXFFRwV988QXPnTuXBw0a1K690tPTk+Pj4/mPf/wjHz16tMNuloqi8JEjR7hXr16qvy+2XoKCgrrsO67X63nDhg1trl8MGDCAS0tLe/Q+6/V6XrlyJWs0Gvby8uKIiAi+++67+frrr+/0vgtjknt2djb7+/u32/bmm2/u9E5RtUCSu5SeFA8PD37yySe5uLjYLs7kFUXhoqIi/vOf/8xxcXGdXYBqV5oT/Ztvvsnp6emcmprKe/bs4XXr1nFcXJzq74M9lClTpnBDQ0OX71FDQwNPmTKlZbvQ0NAeJ3dm5vLycn799df56NGjXFZWxjqdjsvLy/nuu+/uMM6nn366y89ybW0tT5w4sd22rq6u/NFHH9nU3wIkuUsxpdxyyy28Z88erqiosKkPNnNTQq+vr+f09HT+85//zJGRkSbdLdunTx/29va2+B23jlaeeeYZoz4biqJwcnIy/+Y3v+HAwEAeNmwYl5eXm/T+d3Tc77//nv38/NrF+dJLL3UZZ15eHg8dOrTDei5ZssSm/gYgyV2KqcXV1ZUnTJjAb7/9Nufn57NOp1PtQ9486NSPP/7Ir7/+Ot96663s6+srCVnFsnHjxm69hzqdjs+fP8979uyxyOeoefCt1gPchYaGclpa2jW3Ky0t5QceeKDDOrq7u/OBAwfMHqspIMldirkKEXFoaCj/z//8D+/fv9+or+Idab44dOXKFU5NTeXU1FTOzMzkmpqaTodIqK2t5aSkJJ4/fz4PHz7cafqe23ohIt61a1ePPgeWVF9fz//3f//H/v7+PGzYMP7iiy+u+Y+ktLSUH3rooU5PEqKiovjq1atWrEHXIP3chSV4enpixYoVeO655+Dq6mr0do2NjXj33XexceNGVFZW4uLFiwAANzc3DBgwABMmTMDtt9+O4OBgFBcXo7CwEGfPnkVmZiYOHTqE+vp6S1VJ9ICPjw+Sk5MRFRWldijt6PV65OTkwMfH55oTupSVleE3v/kN/vnPf6KznDhr1ixs2bKl0zt31UBEcoeqFMsUd3d3XrlypdFn8NXV1fzmm2+yp6dnl2eDtjBmvJSui6+vL+fl5fXozNMW1NfX88KFC7ts1nvkkUe4trbWbtrc5SYmYZL6+nqsWLECJSUlmD9/fssNKT8/Q2Jm5ObmYvny5di6dSv0+k7HkWtZv6GhwZKhCzOpq6tDUVERwsLC1A6lW5gZly9fxtKlS7Fly5ZOz9ibJSYmoqKiAs8++yxGjBgBACgtLUVBQQGOHz+OqqqqNusHBgYiLi4OUVFR3Zrf9+dx9PTGQmmWEWbTr18/JCQk4IknnsB1112HiooKXLp0CefOnUNKSgq2bt2K3NxctcMUFvDRRx9hzpw5aofRLQUFBbj33nuRnJzcZWJvzdPTE35+fgCaBpWrqKjo8GSFiODi4oLg4GDExcXh+uuvh4eHB4gIcXFx8Pb2RkFBAbKzs9tte/r0aVRXV2P8+PEYM2YMIiIi0K9fvzbDQQCARqMxbVRIS5Pk7ljc3d3Rr18/VFdX4+rVq9Dr9VadrUlY37x587B+/fputUfr9XpkZGRg6NChVh/2oq6uDk8++SS2bNli1eM2a559SlGULr/Furi4wNfXF9HR0Rg4cGCb17Zt2yZt7lKkSLFciY6O5itXrnSrvfjo0aMcHx/PBQUF3drOHBITE3s8762NlU7b3G3nsq8Qwm5lZmZix44d3WreGDlyJNatW9fhIGOWlpubi8bGRqsf15okuQshTKYoClatWoUDBw6gsbHRqCTv5uaGCRMmWHWCc2ciyV0IYRaZmZm466678Pjjj6OsrEztcDrFzLhw4YLaYVhcl8mdiIYS0YlWpYKIFhGRPxElEVGG4adfq22WEVEmEaUTUYJlqyCEsBU1NTVITEzE+vXrUVtbq3Y47TAzysrKcOLECbVDsbhu9ZYhIi2AAgATAMwHUMr/nSDbj5l/R0QxABLx3wmy9wGIZpkgWwin4ebmhkmTJl1zImpPT0+MHz++y9mYgoKCEB0djZCQELi5uUGj0UCv10On06GmpgaXL1+GTqfDqVOnUFdXh7y8PIwZMwbDhg1Dv379oNFo0NjYiNzcXOzfvx8bN27EmTNnHKUHl3m6QhLR7QBWMPP1RJQOYDIzFxFRPwDfMPNQIloGAMz8J8M2XwH4IzN3OruwJHchRGdcXFzg7e2N8PBwjBo1Ct7e3igsLER2djYqKytRVFQEoOlbQ3M+02q16N27N8LDw6HVatHQ0ICcnBxUV1erWRVLMNs0e7PQdFYOAMHMXAQAhgTffMk7FEDrecnyDcuEEKLbdDodysrKutWcotfrUV5ejlOnTlk4Ottl9AVVInIDMAPAP7tatYNl7c7MiWgeESUTUbKxMQghhKX16tULgwYNUjsMk3Wnt8ydAI4zc7HhebGhOQaGnyWG5fkABrTaLgxAuym7mXkDM8d39pVCCCHUEBERgYkTJ6odhsm6k9xn479NMgCwC8BjhsePAdjZavksInInokEAogD8aGqgQgghjGdUmzsReQG4DcD/a7V4JYDtRDQXwAUADwIAM58hou0AUgHoAMy/Vk8ZIYQQ5mdUcmfmGgB9f7bsCoCpnaz/GoDXTI5OCCFEj9jKqJCVANLVjsPMAgBcVjsIM5L62D5Hq5PUp2vhzBzY0Qu2MqhDuqNdWCWiZEeqk9TH9jlanaQ+ppGxZYQQwgFJchdCCAdkK8l9g9oBWICj1UnqY/scrU5SHxPYxAVVIYQQ5mUrZ+5CCCHMSPXkTkR3GMZ9zzQMHWzziGgAEX1NRGeJ6AwRLTQst+sx7olIS0Q/EdEXhuf2Xh9fIvoXEaUZ3qtJ9lwnInrW8HlLIaJEIvKwp/oQ0d+JqISIUlot63b8RDSWiE4bXnuLrD27diud1Okvhs/cKSL6lIh8W71mvTp1NrmqNQoALYAsAIMBuAE4CSBGzZiMjLsfgDGGx94AzgGIAfBnAEsNy5cCWGV4HGOomzuAQYY6a9WuRwf1eg7AVgBfGJ7be302AXjS8NgNgK+91glNI6ueB+BpeL4dwOP2VB8ANwEYAyCl1bJux4+m4UwmoWmQwi8B3GljdbodgIvh8Sq16qT2mft4AJnMnM3MDQC2AZipckxdYuYiZj5ueFwJ4Cya/vhmoimhwPDzHsPjmQC2MXM9M58HkImmutsMIgoDcDeAja0W23N9fND0h/c+ADBzAzNfhR3XCU33pXgSkQsALzQNyGc39WHmAwBKf7a4W/EbBin0YeYfuCkrfthqG6vrqE7MvJeZdYanh9E0eCJg5TqpndxDAeS1em53Y78TUQSA0QCO4Gdj3ANoPca9rdfzrwCWAGg9PY0912cwgEsA/mFoatpIRL1gp3Vi5gIAr6NpHKciAOXMvBd2Wp9Wuht/qOHxz5fbql+h6UwcsHKd1E7uRo39bquIqDeATwAsYuaKa63awTKbqScRTQNQwszHjN2kg2U2Ux8DFzR9XV7PzKMBVKPpa39nbLpOhrbomWj6Ot8fQC8imnOtTTpYZjP1MUJn8dtNvYjoBTQNnrileVEHq1msTmond6PGfrdFROSKpsS+hZl3GBabNMa9iq4HMIOIctDUNDaFiDbDfusDNMWYz8xHDM//haZkb691uhXAeWa+xMyNAHYA+AXstz7Nuht/Pv7bzNF6uU0hoscATAPwS0NTC2DlOqmd3I8CiCKiQdQ009MsNI0Hb9MMV7LfB3CWmVe3eskux7hn5mXMHMbMEWh6D/7DzHNgp/UBAGa+CCCPiIYaFk1F0zDU9lqnCwAmEpGX4fM3FU3Xeuy1Ps26Fb+h6aaSiCYafg+PttrGJhDRHQB+B2AGN42o28y6dVLrKnOrK8t3oam3SRaAF9SOx8iYb0DT16ZTAE4Yyl1oGhZ5P4AMw0//Vtu8YKhjOlS8um9E3Sbjv71l7Lo+AEYBSDa8T58B8LPnOgF4CUAagBQAH6Gp14Xd1AdNk/0UAWhE09nq3J7EDyDe8DvIArAOhpsxbahOmWhqW2/ODX9To05yh6oQQjggtZtlhBBCWIAkdyGEcECS3IUQwgFJchdCCAckyV0IIRyQJHchhHBAktyFEMIBSXIXQggH9P8B/zsCU+HfoYkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_image_mask = np.expand_dims(image_mask_copy,-1)*np.ones((1,1,3))\n",
    "plt.imshow(new_image_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(720, 1280, 3) (720, 1280, 3)\n",
      "<class 'numpy.ndarray'> <class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "print(new_image_mask.shape,image.shape)\n",
    "print(type(new_image_mask),type(image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 1.])"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(new_image_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite('mask.jpg',new_image_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_mask = cv2.imread('mask.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "error",
     "evalue": "OpenCV(3.4.2) /tmp/build/80754af9/opencv-suite_1535558553474/work/modules/core/src/arithm.cpp:223: error: (-209:Sizes of input arguments do not match) The operation is neither 'array op array' (where arrays have the same size and type), nor 'array op scalar', nor 'scalar op array' in function 'binary_op'\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31merror\u001b[0m                                     Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-251-a280cb7282fb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnew_image\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbitwise_and\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnew_image_mask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_image\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31merror\u001b[0m: OpenCV(3.4.2) /tmp/build/80754af9/opencv-suite_1535558553474/work/modules/core/src/arithm.cpp:223: error: (-209:Sizes of input arguments do not match) The operation is neither 'array op array' (where arrays have the same size and type), nor 'array op scalar', nor 'scalar op array' in function 'binary_op'\n"
     ]
    }
   ],
   "source": [
    "new_image = cv2.bitwise_and(image,new_image_mask)\n",
    "plt.imshow(new_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fdb0facad10>"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fdb20281410>"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAADfCAYAAAAN+JPJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO29eXyU1fX4/z4z2SExhCWBAAk7AgKyUzcKKu5orRU/df1g+fUrWrfWYq1Qbf0UW5dWqVSKn09dALUVFbWiQFWkKgLKTiAJiwQCARIICdlm5vz+eCYhIQmZZJZnkrnv1+u+Zp4797nPuZknZ+5z7rnniKpiMBgMhraFw24BDAaDwRB4jHI3GAyGNohR7gaDwdAGMcrdYDAY2iBGuRsMBkMbxCh3g8FgaIMETbmLyGUiskNEckRkZrCuYzAYDIb6SDD83EXECewELgHygLXATaq6LeAXMxgMBkM9gjVzHwPkqOouVa0EXgemBOlaBoPBYDiNqCD1mw7sq3WcB4xtrLGIhP022U6dOpGRkWHLtY8dO0Zubm6Lzk1OTqZPnz4+tfV4PBw4cIDDhw8jIsTExJCSkkKXLl1wOCJjeaasrIycnBwqKyvtFsVg8IUjqtq5oQ+Cpdylgbo6ClxEpgPTg3T9gFNRUcHw4cO5/vrrmTBhAnFxcYg0NMzAM3v2bB5//PEWndupUyc++eQTEhMTfWrvcrnYvHkzZ511Fl26dKFdu3YhG2c4oKrcfPPNLFq0yG5RDAZf2NvYB8GajuUBPWoddwcO1G6gqvNVdZSqjgqSDAHlxIkTvPTSS1x77bVcffXVfPzxx5SVldUpVVVVQbm2P+siVVVVeDwen9tHRUVx7rnn0rt3b9q3bx9Rir0aE2/J0BYI1sx9LdBPRHoB+4GpwH8F6VohpbKykpUrV7JmzRoyMzPrKL9bb72VBx98MKwUYlFREXv27GHYsGF2i9IqKCsrY8uWLXaLYTD4TVBm7qrqAu4GPgK2A2+q6tZgXMsuSkpK2LJlC5s3b64pH3zwAW63O6DX8Xg87Nq1q8XnFxcXM3PmTPbu3WtmpD7g8XgoKyuzWwyDwW+Ctkqmqv9S1f6q2kdVnwjWdcKJnJwcioqKAtqn2+1mz549fvWxbNkybrrpJr777rvACNWGKSsro7y83G4xDAa/iQwXiBBRUlIS8Fnf0aNHyc7O9rufL7/8kl/84heUlpYGQKq2S15eHgUFBXaLYTD4jVHuAeTEiRNkZWUFtM+CgoKAKeS33nqLv//978Y8cwZ27NiBy+WyWwyDwW+Mcg8gbrc74KaPvXv3Bky5ezwe/vKXv1BYWBiQ/toaqkppaanPbqMGQzhjlHuAee+99wI681u/fn3A+gLIzs7mgw8+MLP3BhARbr/9dt59913OPfdcu8UxGPzCKPcA89VXX3Hw4MGA9OXxeNi3b1/TDZuBy+Vizpw5HDp0KKD9thWcTicXXnghb7zxhs87ew2GcMQo9xYSExNDampqvfqjR4+yYcOGgFxj/fr1vPvuuwHpqzbbt2/n2WefbdbmpkhCROjbty+PP/44UVHB2gpiMAQXo9xbSGxsLOnp6fXq3W43H3/8sd/9u1wunn32WY4ePep3Xw2xdOlSjhw5EpS+2wIiwqhRo2jXrp3dohgMLcIo9xZSWlrKtm0NRzAuKirye1bscDhwOp1+9dFYv1dccQUvvfQSnTp1Cnj/bYXy8nKefPJJjh8/brcoBkOLMM+cLcTj8TS62WXjxo1UVFQQHx/f4v4dDgcJCQktPr8xRo8ezaJFi0hKSgqrMAnhhKryyiuv8Morr9gtisHQYszMPQgEKgTBiBEjAtJPNQkJCcyePdso9ibYsWMHjz/+uPF3N7RqjHIPAh6PJyCLlYMHDyYuLi4AEllMmjSJSZMmGcV+BtxuN3/84x/Zv3+/3aIYDH5hlHsQ2Lt3b0D808eOHct1110XAIks+vbtS0xMTMD6a4tkZ2ezZMkSu8UwGPzGKPcgUFZWxqpVq/zeKBQdHU1aWlqApDI0hary8ccfc+zYMbtFMRj8xij3IPGvf/2LiooKv/sJpFnGcGY8Hg/Lly+3WwyDISAY5R4kNm/eHJAgYmPGjAmANAZfyM/PD3i4B4PBLoxyDxIlJSV88cUXfvcTFRUVsAXQffv2BTyZSFtBVXnttdcCFjrCYLAbo9yDhMPhoHPnBpOSN4vNmzcHLMjXnj17jHJvhP379zN//nwTUM3QZmhSuYvI/4pIgYhsqVWXIiLLRSTb+9qh1mcPi0iOiOwQkcnBEjzciYqKonfv3n73c/jw4QBIYzgTbreb3//+9+zevdtuUQyGgOHLzP3vwGWn1c0EVqpqP2Cl9xgRGYSVDHuw95wXRCTwe+jbMKqKy+WiqqqKsrIySkpK7BapzZOVlcXrr79utxgGQ0BpMvyAqq4SkczTqqcAE7zvXwY+BX7prX9dVSuA3SKSA4wBvgyMuK0Hl8vFrl27GDFihM8286KiIp599lnWrVvHkSNHqKqqCmhmp5iYGLOBqQEWL15sEpgY2hwtjS2Tqqr5AKqaLyJdvPXpwFe12uV56yIOj8fDI488wvr167n66qsZPHgwSUlJOBwNPyypKm+++SZPPPFE0ELxjhw50oSwbYDi4mK7RTAYAk6gF1QbmhY2uEIlItNFZJ2IrAuwDGFDdnY2Tz75JBdffDGjRo1i+vTpLFu2jJKSkjoLd6rK6tWr+d3vfhfUGOtxcXFm5m4wRAgtncYdEpGu3ll7V6A6XXwe0KNWu+7AgYY6UNX5wHwAEWnTLgrl5eXk5uaSm5vLa6+9xqBBg7jllluYPHkycXFxvPXWW/zpT3/iwIEG/1QBY/To0UHt32AwhA8tVe5LgduAOd7Xd2vVLxKRZ4BuQD/ga3+FbEtUVFTw7bff8u2335KUlER0dDSFhYVBd8ETEb9CELdV3G638UgytEmaVO4ishhr8bSTiOQBs7GU+psiMg34DrgBQFW3isibwDbABcxQVeNY3QjG1ms/LpeLHTt22C2GwRBwfPGWuamRjyY10v4J4Al/hDIYDAaDf5gdqgaDwdAGMcrdENFUVVUFJHqnwRBuGOUeQRg3yPps3bqVXbt22S2GwRBwjHKPEBITExkwYIDdYoQVqsoHH3zQaKJzg6E1Y5R7hBAVFUVCQoLdYoQNqkpWVhaLFi2yWxSDISgY5W6ISKojQebm5totisEQFIxyN0QkBw4c4KOPPrJbDIMhaBjlHiEkJyebfKy1OHToEEVFRXaLYTAEDaPcI4Tu3buTlJRktxhhQ05OjslKZWjTGOUeIXTo0MG4QnpRVQ4cOBDUCJwGg90Y5R4hDB06tNFY8pGGqrJ+/Xq7xTAYgor5b48gzMzdIjs7mxUrVtgthsEQVIxyN0QUqsrixYtNmF9Dm8cod0NEcfjwYRYvXmy3GAZD0DHK3RBRfPvtt+Tk5NgthsEQdIxyjxD27t1rvEOA3Nxc83cwRARGuUcIe/bsMUoN2L17t90iGAwhwSj3CKGwsJCysjK7xbAVj8fDwYMH7RbDYAgJTSp3EekhIp+IyHYR2Soi93rrU0RkuYhke1871DrnYRHJEZEdIjI5mAMw+MaBAwc4ceKE3WLYitvtZufOnXaLYTCEBF9m7i7gQVU9GxgHzBCRQcBMYKWq9gNWeo/xfjYVGAxcBrwgIs5gCG/wnaqqKo4fP263GLYiInTs2NFuMQyGkNCkclfVfFX9xvv+BLAdSAemAC97m70MXOt9PwV4XVUrVHU3kAOMCbTghuZRUlISFuFtFdgDNN/6XwD4FwvG6XQyePBgv/owGFoLzbK5i0gmcC6wBkhV1XywfgCALt5m6cC+WqfleetO72u6iKwTkXXNF9vQXFSV4uJiu8UAoCfQ/GeIdoB/O2zNDl1DJOGzcheR9sBbwH2qeiYt0dB/kNarUJ2vqqNUdZSvMhj845tvvrFbBATrpkt0u1Gtd1ucgXYEYv1/yJAhfvdhMLQGfPpvEZFoLMW+UFWXeKsPiUhX7+ddsZ6bwZqp96h1enfgQGDENfhDVlYWLpfLbjFwu928tGCBLQu8R48eDfk1DQY78MVbRoCXgO2q+kytj5YCt3nf3wa8W6t+qojEikgvoB/wdeBENrSUzZs3U1hYaLcYbNmyhUcffZQNGzaE/Nr5+fkhv6bBYAe+zNzPA24BJorIBm+5ApgDXCIi2cAl3mNUdSvwJrANWAbMUFWTFSEMOHjwIFlZWbbKoKp88MEHHD58mLfffjukG6tUlaqqqpBdz2CwFVW1vWDZ5E0JQfn5z3+uHo9H7cLtdus111yjgKampmp2drZ6PB4tV9XKIF+7vLxcx48fb/t3YIopASzrtBG9anaoRhgLFy7k66+/buZiZuAoLi5my5YtgJXH9De/+Q2VlZU4Cd52abfbzdatW7nvvvtsMQUZDLbQmNYPZcH+X7+IKn369NGcnBxbZvDr1q3T2NjYGlmio6P1wQcf1IKCgoDL4/F4tKioSO+77z7t2LGj7X93U0wJQml05m67Ylej3G0pV199tZaXlwdUmfrCv//9b3U6nfXkGTlypG7YsCGgCj4nJ0cvuOACFRHb/96mmBKkYswyhrosX76czz//POTmmXXr1uF2119fX79+PVdffTUrV670U6YKoAKXy8WsWbNsGaPBEA4Y5R6hlJeXM2/evJCHAW5IsVezb98+Hn30UcrLy/24QhQQxZEjR1i5cqUf/RgMrRuj3COY1atXs3//frvFqMP27dvZu3evHz04AScdOnQgMzMzQFIZDK0Po9wjmMOHD/PZZ5/ZLUYdjh8/zkcffdQyU4oqHLfitTudTqKjowMsncHQejDKPYJRVd55550zmkrs4OWXX255kLP27QMrjMHQSjHKPcLJzc2loqIiZNeLiYlpss2mTZtYsmRJ82fvIuA8pdx9uZbB0FYxyj3CadeuXUiV4IUXXkhCQsIZ27jdbmbNmsXq1atb7OnidDoZPXp0i841GNoCRrlHOE5naJNkDR06lMmTm868mJeXx2233cauXbtapOBFhJSUlJaIaDC0CYxyj3BGjhwZUgUfHR3N7373O3r06NFk2927d3PPPfdw8uTJFl1rxIgROBzmFjdEJubOj3Di4uJCmqFIRDj77LN5++23ufzyy5tsv2LFClatWtWia3Xs2JHExMQWnWswtHaMco9wYmNjQ35NEWHkyJG8+OKLzJo1i6uuuoqzzz6bLl261HuKuOCCCzjvvPNadJ1hw4Zx3333hdz0ZDCEAxIOW7O9sT8MIUZEeP/997niiitsk6E6DkZJSQklJSVs2bKFzz//nBUrVpCRkcGcOXPIyMho8dNFaWkpN954Ix988EGAJTcYwoL12kiqUqPcIxgRYdmyZVx66aV2i1IHVaW8vBwRIS4uzu++du3axeTJk8nNzQ2QhAZD2NCocjdmmQgmLi6Ojh072nLtYqCxrVMiQnx8vN+Kvbqv3r178+STTxIVFeV3fwZDa8GXHKpxIvK1iGwUka0i8pi3PkVElotItve1Q61zHhaRHBHZISJN+70ZbGHw4MGcffbZtlw7AfgMqAzBtUSEIUOGmE1NhojCl5l7BTBRVYcBw4HLRGQcMBNYqar9gJXeY0RkEDAVGAxcBrwgImZFKwy58soriY+Pt+XaTqA/sNuWqxsMbZ8mlbs370GJ9zDaWxSYArzsrX8ZuNb7fgrwuqpWqOpuIAcYE1CpDX6TnJzMj370o5C6QdZGgHSgH/AN1g0VTMJhbclgCCU+2dxFxCkiG4ACYLmqrgFSVTUfwPvaxds8HdhX6/Q8b93pfU4XkXUiss6fARhaxkUXXUS/fv1slUG8JSkE18rKyvIzTrzB0LrwSbmrqltVhwPdgTEiMuQMzRuaCtabNqnqfFUd1dhKryG4TJo0KSwWGAXoS8M3TaBwuVx8+OGHIU9MYjDYSbO8ZVT1GPApli39kIh0BfC+Fnib5QG195Z3Bw74LakhYMTExDBy5EjbTDKNoUCg1W9lZSXPP/88r7zySoB7NhjCG1+8ZTqLSLL3fTxwMZAFLAVu8za7DXjX+34pMFVEYkWkF5ZZ9etAC25oOWlpaQwYMMBuMergAqqAkqYa+ojH42Hnzp1Mnz6dhx9+2JhkDBGHL8/lXYGXvR4vDuBNVX1fRL4E3hSRacB3wA0AqrpVRN4EtmH9z85Q1fDKBhHh9O7dO+xirrixbq5A2N+PHz/O888/z3PPPcfhw4cD0KPB0PpoUrmr6ibg3AbqjwKTGjnnCeAJv6UzBIVu3bqFXQq6QES48Xg8ZGVl8ctf/pIPPvjAeMgYIhr7V9QMIWfo0KF2ixBQVJWioiLmzZvH3LlzOXjwoN0iGQy2Y5R7BNKlS5ewW0xtLh6Ph4qKCvbs2cPixYtZsmQJ27dvNx4xBoMXo9wjjNjY2FY5c3e73Rw8eJBNmzaxevVq9u3bx4YNG/juu+84fvy43eIZDGGHUe4RhsPhaDKHaTiyb98+pkyZwtatW3G7zfq8wdAUJipkhBEXFxeQaIuBpMpbzkRGRgYzZsxo9eYkgyFUGOUeYXTr1o20tDS7xahDOdBUllQR4eabb2b8+PGhEMlgaPUY5W6wnUTgLOAI1iamxhwY4+PjmTp1asjkMhhaM0a5Rxh9+/YNOx/3apzAR0BRI5+LCOPHj6ddu3YhlMpgaJ0Y5R5hdOnSJSwChjVEB+B8IB9ra3NDDBkyhHvvvTdsf6AMhnDBKPcII9yzEaViJfGoAso4ZaIpxjLbREdHM2vWLF577TXGjx+P02nywBgMDWGUe4QxZkz4502pzgbzAfClty4K2IKl9F2xsdxwww18/PHHPPjgg8aDxmBoAKPcIwy70uo1lwSs1F6JWIusCViLrvuxZvF7RGjfvj0PPfQQo0ePtk9QgyFMMco9gmjXrh2DBw+uOVYs23a4hteKAtoD1ftPhwM9gTQsRe8BUlJSePLJJ0lOTm7RNcys39BWMco9gnA4HHU2MJUAT2IpyXBT8OotXTmVwEOwbljBWnwVLOV84YUX8uijj/q8UOxwOEhNTeUnP/kJc+fOZeLEiXTu3LnGfi8iOJ3OMxaDIdwJT7cJQ1Do1KkTZ511Vs3xQazEtw7gPeBSLIUajf03xnGs9F1nY6XyOp3a822Hw8Fdd93FunXrePPNNxsMTyAiZGRkMHnyZK666iqGDRtGt27dcDgc3HnnnRw6dIjc3FzWrVtHhw4dzpjMRFXZtGkTn3/+Od988w15eXmUlZX5OeK2S2JiIn379uWSSy6hZ8+eHDlyhLVr15Kdnc13332H0+msCYmhQPf0dDp27OjXNVWV3NxcSkpKOHbsWESGrJBwiHktIvYLEQGMGjWK//znPzUeM58AvYAMrMXKMizTxwEg0yYZqzkKvA/cgm+Pl6rKiRMnePfdd3n88cfJycmp+SwqKop7772XBx98kNTUVBwO/x9YVRVVpbi4mJ07d/L++++zYsUKtm3bFvGBzNq3b09aWhrnnnsu559/fo1ST0hIQEQ4evQoubm5LFy4kHfeeYc//vGPXHjhhYC1x6FnYmJAQmQcO3aM8vJy3n33XbZt28bJkyfZvHlzzfs2wvrG8lAb5R5BXHTRRSxfvpzo6Gg8wDdYWVicWL7lLwMPYSnWzvaJCVgzuEqgFEjGd/uhqrJx40ZuvPFGdu7cCcAdd9zBvHnziI0NREqQxq9bWVnJnj17WLNmDatWreKbb75h7969nDhxgqqqpqLnhC9Op5O4uDjS09MbXJDv3r07GRkZAAwaNIiJEyeSlpZGUlJSgyaskpISjh8/TkFBAXl5eZx//vl06NAhKLKrKs888wx9+/bl6quvprKykrVr1/LAAw+wfv36tpDQxX/l7k2ztw7Yr6pXiUgK8AbWJG8P8CNVLfK2fRiYhpU97Weq+lETfbf6v3Br4L777uOZZ55BRHAB2VhmD7CUqRtL0YfDEmMFkAMUAinA4DM3r4Oqsnz5cqZMmUKXLl1YtWpVjfIJFR6Ph8rKSg4ePMiuXbvYt28fBw4cICsriz179tRLKJKSkkL//v0BSEhIwO12s3//frKyssjPz6e8vDxgiig6OprevXszcuRIADZu3Fjnx6dHjx6kp6fjdDoZM2YM3bt3p3///qSmpjb4AxkVFdWijXEVWOspwfbfKi0tJT4+vuaJTVU5dOgQc+bM4bXXXqOwsLA1K/lGlXtzvpF7ge2cSnM5E1ipqnNEZKb3+JciMgiYivX/2A1YISL9TR5V+xGRGu+QAup++YL9dvbaHMKasQ/ACizWHESECRMmcP3119O/f3969uwZeAGboHrxOjMzk8zMTIAaBVJZWYnLVXcPrtPprKc43W43JSUlfPfdd2zevJl9+/axbt06ysvLa0IfV1VVceTIEZ/k6dWrF5dccglTpkxh5MiRNR5GZWVldZRbdHR0zQ7gYHoThWqP8enhKkSEtLQ0nn76ae6++26WL1/O3/72N7799tsQSRQafPp/FpHuwJVYeVEf8FZPASZ4378MfAr80lv/uqpWALtFJAcYw6n9KIYwYC2W6aVfE+0UyzTSjtDN6Euw/vG7eo/bt6CPmJgY7r33Xrp16xY27o7VcsTGxvpkIoqKiiI5OZnk5GSGDh1ao4A9Hg8lJSWoKmVlZezZs6fJmWdUVBT9+vUjOTm53t/Drvj+drvqOZ1O+vbtS58+fbjmmmt45JFHeO2119rM4quvk7U/YZljE2vVpapqPoCq5otIF299OvBVrXZ53ro6iMh0YHqzJTYEhAJ8s6t7gK1Yv86hwgUEIkjCqFENPq22WqqVstPprPF6Sk5OpmvXrmc6zdAEIkJ6ejovvPACx48f55133rFbpIDQ5I+niFwFFKjqeh/7bGiaVG9aoarzVXVUY/YiQ3C5mLq/1I3hBMYSWjt8MuCfI5xFbTOUwdAU8fHxPP/880ydOrVNBKbz5cnoPOAaEdkDvA5MFJHXgEMi0hXA+1rgbZ8H9Kh1fncs7zqDzdSe4X1I09mPDIZIQkTo3r07//d//8fcuXNp374lBsHwoUnlrqoPq2p3Vc3EWij9t6reDCwFbvM2uw141/t+KTBVRGJFpBeWWffrgEtuaBYiwtlnn11znAEMsU+cRnFh3Sx7aP5C6umE485bQ/gTFxfHtGnT+O1vf9uqdyP7s6YxB7hERLKBS7zHqOpW4E1gG7AMmGE8ZeynetMNWEpvMKHzVmgOCgzEcpPb42dfWzHK3dAynE4nP/nJT5gwYYLdorSYZil3Vf1UVa/yvj+qqpNUtZ/3tbBWuydUtY+qDlDVDwMttKFlbNiwAbCUu+C/Hb06/ksgicbytR2ApeT9YSDh4bNvaJ0kJCQwe/bsOiE7WhN2eyMZQkhRURGqigcrbK6/HMRaTAnX2XE0Z87JajCcCRHhe9/7Hvfcc09AQlaEmtYnsaHFZGVlWRtfAtRfGpZd3F/beDA5yKmokgZDc3E6nTz00EPcfPPNrc7zyij3COLw4cN4PB4qsKJBgjWrLTzDOWeiOvRuOO/r64flzmkwtJTExETmzJlTJxdCa8Ao9wikhFMJMKoVdEtJxoosWeKvUAZDLVSVo0eP8vLLL5Ofn2+3OKSlpfGLX/yiVXnPGOUeYXiwbNEdsTxSjmBFgTxCy8wrDqynAHs2sBvaKhs2bGDChAlMmzaNe+65x/bgXiLClClTGD58uG0yNBej3CMMxVLm7YAVwDtYiahfBna0sE8ndW+kprxoFGtB1+1DW0Pk4Xa7+dOf/sSWLVtwu90sWbKE6667jq+++gqXy2Wbkk9KSuKee+5pNbN3o9wjiHbt2uESoRSIxYoEdyfWDrQHsbYS+7P46Maa/X8KvI21IakaxUoG8iWwHuvHxYGVnMFgqM3Ro0f55JNPao5VlVWrVjF58mTuuOMO8vLybJFLRLj22msZNmyYLddvLka5RxDDhw+nfVQUo2nY/7sdVqjdPOAYzdvhWQk8BRzGMtNs9h4fwNqM9DbWzrb2nEoQIlix2luXD4Ih2CQlJTFwYP1dDidOnGDRokXs2NHSZ0z/SUpK4sYbb7Tt+s3BKPcIojrNWWNfeiyW8u3gfW2Oj3g08CNgL9ATeBgrONkSLKXeB/gxcA5WCOGmI5AbIpXY2Fh++MMfNvhZcnIy/fo1Fag6eIgIN9xwA506dbJNBl8xyj2CGDPmzIF7BUupJ2DFgk7CukGqaNpcI1heM6OxZv3/AUYCM4BfAMM4FV86isaz7zRkg3dT18RjaNuICJMmTSIlJaXeZ1FRUQ2m+gslPXv25JprrrFVBl8wyj1CEBEkKor9TbWjvplkM/A5vi1+RmEl2ZhQq6/q/lxYi7bRWCaghviC+iFEd2LldzREDj179mTcuHF2i9EgTqeTe+65J+zDEhjlHiHExsbSrnNnPm3BucOx4j4f86GtE0vBN2RHF+p71tSmGPgncPq/zABCmyzEYD9RUVENJlvJzMwkMdGXTATB5ZxzzuHHP/6x3WKcEaPcI4SEhATcPXrUT4nlAw4shd0B/xY/nUBfGt4xWgr8DmtH6ek+8w58u1HLMW6VbQURaTCeS3Jysk8pCoON0+lk5syZ9OjRo+nGNmGUewSxlrpZVFqCC9hEYOO1lADzgInA7bT8pjxdsYdS2buxPIYMgaNfv3714rmMGjWqWTFeqvPMejyBjzDUvXt37r333rD1ezfKPYJIB1K971u6ecgD5BI45a7AW1iz9Uvxb6drPKeeLBTLfh+qoGEVmBAMgSY9Pb3O7F1E6NGjh8/KXVXZu3cvN954I0899RQFBQUB3QAlIkybNo1zzjknYH0GEqPcI4g0LHdHsOzbr2NtLGoOMcB1+J5Z3e0tp6NYyrAIOB+4lcDfjJ0JnQ99ApbPviFw9O3bl8zMTJxOJ7169eK3v/0tU6dObVYfJSUl9O/fn5KSEg4dOhRwGc866yweffRR4uLiAt63v4id8RpqhBCxX4g2TkpKCks3byazWzfSsZRrBZbnSjAeKt1YPu9uLL/36h+V6iiUZVhPAP29cmQ20Z+HU+6QMQGW1RCeqCpr167l4MGDjB8/nk6dOrUo7G61jgtWyN7KyqaP2CMAAB/USURBVEpmzJjBggULgtJ/E6xX1forz/io3L3JsU/gdTlW1VEikgK8gfV/uQf4kaoWeds/DEzztv+Zqn7URP9GuQeZlJQUHti8mYu7dWOst86N5cPe2JyjCGvmm4yllKuwfgx8+RdxY8VST+aU22N1TBmwfOib86/2MZZL5mTCM/erIbLZt28fl1xyiR27ZxtV7s15Ev6+qg6v1dFMYKWq9gNWeo8RkUFYibQHA5cBL4hIeK44RBAKXIi1yegwp4J2FWMtBO7H+vWuTQGwDysXaRXWl7wa2O09PhNOLBv/6f7s7bFcHZs7hxqDtSGqdUXUNjQHt9vNxo0bOXjwYFCDg9XOJ+x/X1bp3r07v/rVr8JqcdUfM+cUrGCCeF+vrVX/uqpWqOpuIAfjpmw7ghUCACwFvQ7Lbt4Zy9xRAPwLS8lX3/YDsGbJg7BMIZd5jyto2UJltZ97S0jGesIwcWjaLsXFxdx///18+GFw0y6XlpZSVRWYfGTl5VBRYZl8Lr74Yjp08Cc7QmDxdV1MgY+95pMXVXU+kKqq+QCqmi8i1cl90oGvap2b562rg4hMB6a3WHJDi3BgLWC+gfWLWwj8G7gGy772KZYC70v93arViT3C5/Y1tCWSk5NZvHgxHTp0CGpKu/bt2wesr9qREKKiooiK8lWlBh9fJTlPVQ94FfhyEck6Q9uGvpV6z0DeH4j5YGzuoaYT1qw8G2vT0Agsz5lbsR6/GvoyDmF5g0SHSEZD5CEipKamNt0wTOnQoQP9+/fn4MGDdosC+GiWUdUD3tcCrOitY4BDItIVwPta4G2eR929Mt2pHy7EEGJKS0vZvXs3YP36jsRapKwEemOZbE54P3NQ/xe6mOabYmon42jIHTJQVC/2mhmCwU4cDgfR0eEz/WlSuYtIOxFJrH6PtddkC7AUK88D3td3ve+XAlNFJFZEemFNDr8OtOCG5lHpcnHs5Mma4w5YURxf8R6f732tdjdUYBtWWACwvsTmbvou5ZRyL22ibXP63Ffr2OOtsz/LpqEl5Ofn25o+L5CIiO0RK2vjy8w9FVgtIhuxlPQHqroMmANcIiLZwCXeY1R1K1YI723AMmCGqgZz4mbwgaSkJAYMHIhiKUTBity4FWuBFCCRUwueApxN83eMqionT57k8OHDtHO7a+LCJPk7AC+xWPlfq6kE1mA9KprF1taFx+Nh7ty57N69u00oeBHhsssuC+p6QXMwm5gihJEjR/L5558TEx9PHtbGIrC26LuAi05rr956Xx4yqxX6l19+yb///W9WrFjBwYMHmTBhAnfddRfDhg0jLi7Or5veg7UpKpP6Srz65gmPfymDrxQXFzNu3DhSUlJYtGhRs0ILhCv79+9n9OjR5OeH7FmyUT/3Gp9POwunnt5NCVL58Y9/rG63W0/Hpaol9WpVPapa3EB9vXYej27cuFEvuOACjY6Ornfddu3a6UUXXaRvv/22lpeXq8fj8aHXhuVxe1/V+/5ki3oyhAuffPKJxsbGKqDjxo3T5cuX+3WPhANut1vvuuuuUP5vr9PG9GpjH4Sy2K342noREZ03b17zblJVLax1XKHWD8HpnDx5Ui+44IImZYiJidHbb79dT5w40Sw5GsKjqrmqWla7zuPRnJwcLS0t9bt/Q/BxuVx6++2317lH4uLi9Prrr9ddu3bZLZ5fbNmyRZOTk21X7iZwWASQnJzMpEmTmn1e7Qfkg9TfwQqQlZXF+vXrm+yrsrKSV199laeffhq3278lGMHy8KkdNqGiooK7776b+fPnByW8qyGwOBwOrr76aqKjo2tcIP/f//t/3HfffaSlpdktnl/079+/yZSWIaExrR/KQhjMbttyufTSS7WysjLgMxSPx6N//vOf1btm4lNJSkrS9957L6CP3pWVlfr0009rTEyMpqWlaW5ubsD6NgSPkydP6rRp0/SZZ57R3bt3N2g2bI14PB599tlnbZ+5267Y1Sj3oBYR0RdeeCHgdsxqM0j//v2bLdPAgQN169atfsnk8Xi0qKhIV6xYoVOnTtW4uLia/u+55x6tqqqqf46estkbwoOysrI2o9Rr89VXX9WsJ9il3I23TBsnISGBL774gmHDhgWsT1Vl9+7d3HTTTXz9dcu2MPTp04ebbrqJ9u3bM3ToUFJSUujXr19NbI4zeU2cOHGCv//97/z1r38lOzu7XpyQpKQkvvrqK84+++w69YVYHkBxWIk9wme7iaGtUVhYyLhx48jOzg72pYy3TKSWnj17alFRUcBmJB6PR3Nzc3XMmDEBk9HpdGp0dLT26dNHb7rpJn311Vf1u+++05KSkhrviepy4sQJffjhh9XhcDTaX3R0tK5bt66e7C5VPaGqR1T1WMD+IgZDfdxut/72t789430aoNLozD18otwYgoKIBMx32OPxsH37dqZNm9biGXtDuN1u3G43ubm55Obm8sYbb9C5c2fOOuss0tLSyMzMBEBV2bJlC1u2bDnjomljY3ZihRwOXNgoQ6ukHGs3XBBd6h0OB3fffTerV6/m448/rp7EhhRjlmnjZGRksHHjRs4666wWna+qlJaWsmnTJt544w0WLVrEkSNHAixlYOnRowfffPMNnTp1slsUQzhSirX1OgT7pQoLC3n22WeZP38+BQUFTZ/QfAKSrMMQYagq27ZtY/LkyUycOJHnnnsurBT76NGjiYmpn3SvU6dOJCT4k2rb0GaoNl54qQIKCyBUc9qUlBQee+wxPv/8c+6//366desWsl24RrkbGqWsrIzp06fzxRdfUFFR0fQJISQ6Oppf//rX9O/fv95nkydPDqsATgb7KD0MlbWi1lUC7TIJaawKh8NB//79eeqpp1izZg0/+MEPQqLgjXJv4xw9epS8vLwWnbt161a+/fbbAEvkPw6Hg8mTJ3PeeefRvXv3Op+JCEOHDm31MUoM/uNyQUJniK6V6zEaOCpgx+3hcDjo3r07f/vb3/j1r39Nx44dmz7Jn+sFtXeD7Zw8eZKcnJxmn6eqvPfee5SVlQVBquYTFxfH9ddfz/33388///lPXnvtNTp27Ejv3r3rtIuNjeWcc86xSUpDOFHqnbHXVuQxQDdbpDlFhw4dmD17Np999hl33XUXKSkpQbmO8ZZp43g8HjZt2sQ111zTrNnsnj17eOWVV5puGAJEhAceeIDHHnvMpzRmZtZuAGjMh6DaicTO+8TpdDJ48GCee+457rrrLv7yl7/w5ptvcvz48Wb143K5Gv3MKPcIoLCwsNnnbNu2LZRhS89IVFQUF154YU1meVWlsrKS7OxsNm3aVKftoEGD6Ny5sx1iGmxAFaqqICYGa4daE1nYPR4Pixcv5vLLL6d9+xQaWI8PKdVK/vnnn+eBBx6gsLAQVSU7O5ulS5dy7Ngxpk6dyuDBgxv8MRo7dmzjnTfmAB/KQhhs9mmrxeFw6Ouvv97sTRjl5eWhDl16xtKvXz9955139O9//7s++OCDOn78eE1KSlKwQiz0799fr7nmGs3KymrVIWMNzcPjUS2pjlldpqpNhFDKzc3VgQMHak5OjgYgQGlQKCsrqxNpdcqUKY2GaMBsYopcOnfuzPnnn990w9OIjY1l1qxZ5OTk8PHHHwdBsuaRnZ3ND37wg9oTghomTpzI4sWLSUlJweFw2G6WUVU8Hg8FBQU1m64GDx7M4MGD6dy5c00kRIP/iEC76gXTuDM2RVVZtmwZO3fuJCcnhz59+gRdvpZw8uTJmnzHYCUAKS8vb7Z7r0/KXUSSgQXAEKxfk/8GdgBvYCXH2QP8SFWLvO0fBqZh5UX+map+1CypDAGje/fuLV6wSU1N5eWXX+bWW29l+fLlAZas+TS2K3XSpEl06tTJdoXpdrvZtWsXy5cvZ+XKlaxZs4ZDhw7hcrmIioqiU6dODB48mEGDBnHzzTczdOhQ4uKa0EhtGI/HQ2VlJbGxsSH57txuN++99x4ej4etW7cyefLkoF+zJezatYvDhw/XHOfl5XHy5Mnm791obEqvdc0mLwN3et/HAMnAH4CZ3rqZwJPe94OAjVgbfHsBuYCzif5tf+xvq+Wqq65Sl6uhNBu+k5+fr9OnT9fMzMxQxMpoVomNjdX33nvPr/H5Q3V0yg8//FBvuukmTUlJ8SkEcnx8vE6cOFH/9re/6f79+7WqqiqizEkul0tff/11/f73v68HDhwIyTWLioq0X79+CuhDDz2kqqput2pWlvXabFwe1f2Bj1K0bds27dixY829kpaWpocPH26wLf6E/MXKbbwbb6iCWvU7gK7e912BHd73DwMP12r3ETC+iWvYriTaasnIyNAjR474dbN5PB51u9166NAhnTt3rg4ZMkRjYmJsH1v79u31scce04qKCr/G19K/yd69e3X27Nk6cODABlMM+lIcDoemp6fr5MmTde7cubp27VotKSnRqqqqmlJUVKRFRUV16qqqqlp1qNzqIHAvvPBCg+GZg3G9f/3rXzXf06OPPuqtVz15UtXlUste70tuyVOdqpYHXna3261PPvlkjayjRo1qNMMY/oT8FZHhwHxgGzAMWA/cC+xX1eRa7YpUtYOIzAW+UtXXvPUvAR+q6j/PcI0zC2FoMU6nk5///Oc88cQTNd4m/qCqnDhxgk8++YRnnnmG1atXhzTzUXR0NCNGjODiiy/mqquuYtSoUT65RwYKVSUvL4///d//5aWXXmLfvn0B7T8+Pp6BAweSmJhYU3fo0CHAMpPVJjMzk4yMDADS0tIYNGgQvXv3JjU1lZiYGNvNVL5QVVVFVFRU0GT1eDzk5OSwZs0annjiCXbs2IGIsHTpUq666qq6jau10BlEKSqC5OTgb4KqrKxk1qxZfPbZZ1x77bU89NBDDQYfczqdLQ/5C4zCcjIa6z3+M/Bb4Nhp7Yq8r38Bbq5V/xJwfQP9TgfWeYvts8C2XBITE3X58uUBfez3eDx6/Phxfe6553TgwIHNysbUktK+fXudMGGCvvvuu1paWmqLCaO8vFznzZunPXr0sP07bag4nU7t1KmTXnDBBfqrX/1Kv/zySy0pKYkoc081Ho9Hd+zYoffcc4926tSpzv3ZoUMHzc7ObmG/VgkFJ0+e1PLycnW73bp48WK94oor9PLLL69T8NMskwbsqXV8AfABxizTqsqIESM0Ozs74I/yHo9HCwoKdO7cuXrddddpampqs+zy0dHR2q1bN7300kv15ptv1qFDh+qQIUO0T58+2qdPH/3hD3+ozz//vG7bts02pa6qWlBQoLfcckuosusEpMTFxenIkSN1wYIFmpeXZ4v5KmCUq+pJ35qWlJToM8880+CPsIjoY4895pspyKNhEfjf5XLp97///ca+Z/8yMYnI51gLqjtE5DdAtfPRUVWdIyIzgRRVfUhEBgOLgDFYO31XAv1UtdGsyMYsExrS0tKYOXMmd955JwkJCQF/FHa73eTn5/PZZ5+xYsUKqqqqaNeuHaNHj8bhsCJdbNiwoWZT1YABA/je977HoEGD6NSpE06nk8rKSlSV8vJywMqqFAhzkj+oKn/961+ZMWNGg4/G4Y7D4aBLly4MGjSIjIwMBg0aRNeuXRk0aBDp6ekkJyeHvXtmeRl4PJDQrvE2Ho+H7OxsHnnkEd5+++0GzYUpKSmsXbu2XtiKBlHAwxk3RYUCj8fDXXfdxYsvvtjQx42aZXxV7sOxXCFjgF3AHVhxad4EegLfATeoaqG3/SNY7pIu4D5V/bCJ/lvff0wrxel0MnnyZJ5//nl69eoVlH/ohu6p6uuc/lk4K5RqysrKmDRpEl9++aXdogSU+Ph4OnfuTEZGBueeey5jx46lW7duDB8+nKSkpJof5NPxeDyUlpayefNmCgoK6Nq1K+np6XTu3Dlotn7LygDHj4M3E2MdeXbt2sWLL77Iq6++WrNG0RBjx47l008/bXUuqAsXLuSWW25p6H/LpNkzpW7p3bu3/uc//4lIe2xzWb9+vSYkJNj+nYWiREdH64ABA3TmzJm6c+dOPXToUE3ZtGmTvvXWW/rf//3fOmTIkBoTVVxcnHbs2FHHjh2rv//97/XAgQNBua9Ot3d7PB7ds2eP/uIXv9DU1FSfxnfrrbe2ynv+888/16ioqIbGZBJkG+qTkZHB4sWLGTduXKuYQduBqvK73/2OWbNm2S1KyElOTiY2NrbmuLS0lNLS0jOapkSEAQMG8PTTT3P55ZfXeWLLysri2LFjgJW4fciQIS02uXk8HpYuXcpDDz3UrCTUzzzzDPfdd1+j97uqsnHjRpYvX47H4yEzM5OePXvSuXNn+vTpY9v/SUFBAeeeey4HDhw4/aNGZ+4m/EAEs3fvXm644QZ+9rOfceutt5KamtqmlXxFRQWq2qwdkarKV199FWTJwpNqRewrIkJGRgbDhg2jS5cu9T7/6KOPalz6EhMTeeSRR/jBD35AZmZmi+67//znP81S7NUyNnWthQsX8tRTTwHWeoXD4WDYsGF8+umntG9vTwbejh078qtf/YoFCxbU+XHduHFj4yc1NqUPZSEMHkcjuYiI9unTRx944AH95JNP9NixY63y0bUh3G63FhQU6D/+8Q+96KKLdMyYMTp79mxds2aNT26CxcXFOmjQINu/o9ZQ7rjjDj106FCjnij5+fnau3fvmvYOh0OvvPLKFm9i2rFjh3bp0qVZMj777LNN9rtkyRJ1Op11zouOjtYlS5a0SM5A4Xa7taysrE7BH1fIUBS7b0pTTpWYmBgdNGiQPvjgg/rZZ5+1Svc5j8ejxcXF+v777+u0adO0V69e9eyV8fHxOmrUKP3Nb36ja9eubdDN0uPx6Jo1a7Rdu3a2fy/hXrp06dKk77jb7db58+fXWb/o0aOHFhYWtuh7drvdOmfOHHU4HJqQkKCZmZl65ZVX6nnnndfovgtflPuuXbs0JSWl3rkXXXRRoztF7QKj3E1pSYmLi9M777xTDx06FKCZvEdVjwagn0Z693g0Pz9f//CHP+iwYcMaW4CqV6oV/Z///GfdsWOHbtu2TZctW6Zz587VYcOG2f49tIYyceJEraxsIt6uqlZWVurEiRNrzktPT2+xcldVPX78uD711FO6du1aLSoqUpfLpcePH9crr7yyQTnvvvvuJu/lsrIyHTduXL1zo6Oj9dVXXw2rp1qMcjfFn/L9739fly1bpsXFxX7e2B5Vbfk/coM9ejxaUVGhO3bs0D/84Q/ap08fv3bLnnXWWZqYmBj0HbdtrfzsZz/z6d7weDy6bt06/elPf6qdO3fWgQMH6vHjx/36/hu67hdffKEdOnSoJ+djjz3WpJz79u3TAQMGNDjOhx56yCj35hS7b0xTmi7R0dE6duxY/ctf/qJ5eXnqcrlsu8mrg059/fXX+tRTT+nFF1+sycnJRiHbWBYsWNCs79Dlcunu3bt12bJlQbmPqoNv1Q5wl56erllZWWc8r7CwUH/4wx82OMbY2FhdtWpVwGX1B4xyNyVQRUQ0PT1d/+u//ktXrlzp06N4Q1QvDh09elS3bdum27Zt05ycHD158mSjIRLKysp0+fLlOmPGDD377LMjxvc83IuI6NKlS1t0HwSTiooK/Z//+R9NSUnRgQMH6vvvv3/GH5LCwkL90Y9+1OgkoV+/fnrsWBjEI6gFxs/dEAzi4+OZPXs2DzzwANHR0T6fV1VVxYsvvsiCBQs4ceIEBw8eBCAmJoYePXowduxYLr30UlJTUzl06BAHDhxg+/bt5OTksHr1aioqKoI1JEMLSEpKYt26dfTr189uUerhdrvZs2cPSUlJZ0zoUlRUxE9/+lP+8Y9/0JhOnDp1KgsXLmx0564diIjZoWpKcEpsbKzOmTPH5xl8aWmp/vnPf9b4+PgmZ4PhEDPelKZLcnKy7tu3r0Uzz3CgoqJC77333ibNerfccouWlZW1Gpu72cRk8IuKigpmz55NQUEBM2bMqNmQcvoMSVXZu3cvs2bNYtGiRbjdjcaRq2lfWVkZTNENAaK8vJz8/Hy6d+9utyjNQlU5cuQIM2fOZOHChY3O2KtZvHgxxcXF3H///QwZMgSAwsJC9u/fzzfffENJSUmd9p07d2bYsGH069evWfl9T5ejpRsLjVnGEDC6du3K5MmTueOOOzjnnHMoLi7m8OHD7Ny5ky1btrBo0SL27t1rt5iGIPDqq69y88032y1Gs9i/fz/XXXcd69ata1Kx1yY+Pp4O3uhlZWVlFBcXNzhZERGioqJITU1l2LBhnHfeecTFxSEiDBs2jMTERPbv38+uXbvqnbt582ZKS0sZM2YMI0aMIDMzk65du9YJBwHgcDj8iwoZbIxyb1vExsbStWtXSktLOXbsGG63O6TZmgyhZ/r06cybN69Z9mi32012djYDBgwIediL8vJy7rzzThYuXBjS61ZTnX3K4/E0+RQbFRVFcnIy/fv3p2fPnnU+e/31143N3RRTTAle6d+/vx492rwNamvXrtVRo0bp/v37m3VeIFi8eHGL896GWWnU5h4+y74Gg6HVkpOTw5IlS5pl3hg6dChz585tMMhYsNm7dy9VVVUhv24oMcrdYDD4jcfj4cknn2TVqlVUVVX5pORjYmIYO3ZsSBOcRxJGuRsMhoCQk5PDFVdcwe23305RUZHd4jSKqvLdd9/ZLUbQaVK5i8gAEdlQqxSLyH0ikiIiy0Uk2/vaodY5D4tIjojsEJHJwR2CwWAIF06ePMnixYuZN28eZWVldotTD1WlqKiIDRs22C1K0GmWt4yIOIH9wFhgBlCopxJkd1DVX4rIIGAxpxJkrwD6q0mQbTBEDDExMYwfP/6Miajj4+MZM2ZMk9mYunTpQv/+/UlLSyMmJgaHw4Hb7cblcnHy5EmOHDmCy+Vi06ZNlJeXs2/fPkaMGMHAgQPp2rUrDoeDqqoq9u7dy8qVK1mwYAFbt25tKx5cgXGFFJFLgdmqep6I7AAmqGq+iHQFPlXVASLyMICq/t57zkfAb1S10ezCRrkbDIbGiIqKIjExkYyMDIYPH05iYiIHDhxg165dnDhxgvz8fMB6aqjWZ06nk/bt25ORkYHT6aSyspI9e/ZQWlpq51CCQcDS7E3FmpUDpKpqPoBXwVcveacDtfOS5XnrDAaDodm4XC6KioqaZU5xu90cP36cTZs2BVm68MXnBVURiQGuAf7RVNMG6urNzEVkuoisE5F1vspgMBgMwaZdu3b06tXLbjH8pjneMpcD36jqIe/xIa85Bu9rgbc+D+hR67zuQL2U3ao6X1VHNfZIYTAYDHaQmZnJuHHj7BbDb5qj3G/ilEkGYClwm/f9bcC7teqnikisiPQC+gFf+yuowWAwGHzHJ5u7iCQAlwD/X63qOcCbIjIN+A64AUBVt4rIm8A2wAXMOJOnjMFgMBgCj0/KXVVPAh1PqzsKTGqk/RPAE35LZzAYDIYWES5RIU8AO+yWI8B0Ao7YLUQAMeMJf9ramMx4miZDVTs39EG4BHXY0dYWVkVkXVsakxlP+NPWxmTG4x8mtozBYDC0QYxyNxgMhjZIuCj3+XYLEATa2pjMeMKftjYmMx4/CIsFVYPBYDAElnCZuRsMBoMhgNiu3EXkMm/c9xxv6OCwR0R6iMgnIrJdRLaKyL3e+lYd415EnCLyrYi87z1u7eNJFpF/ikiW97sa35rHJCL3e++3LSKyWETiWtN4ROR/RaRARLbUqmu2/CIyUkQ2ez97TkKdXbsWjYzpj957bpOIvC0iybU+C92YGkuuGooCOIFcoDcQA2wEBtkpk49ydwVGeN8nAjuBQcAfgJne+pnAk973g7xjiwV6ecfstHscDYzrAWAR8L73uLWP52XgTu/7GCC5tY4JK7LqbiDee/wmcHtrGg9wITAC2FKrrtnyY4UzGY8VpPBD4PIwG9OlQJT3/ZN2jcnumfsYIEdVd6lqJfA6MMVmmZpEVfNV9Rvv+xPAdqx/vilYCgXv67Xe91OA11W1QlV3AzlYYw8bRKQ7cCWwoFZ1ax5PEtY/3ksAqlqpqsdoxWPC2pcSLyJRQAJWQL5WMx5VXQUUnlbdLPm9QQqTVPVLtbTiK7XOCTkNjUlVP1ZVl/fwK6zgiRDiMdmt3NOBfbWOW13sdxHJBM4F1nBajHugdoz7cB/nn4CHgNrpaVrzeHoDh4H/85qaFohIO1rpmFR1P/AUVhynfOC4qn5MKx1PLZorf7r3/en14cp/Y83EIcRjslu5+xT7PVwRkfbAW8B9qlp8pqYN1IXNOEXkKqBAVdf7ekoDdWEzHi9RWI/L81T1XKAU67G/McJ6TF5b9BSsx/luQDsRuflMpzRQFzbj8YHG5G814xKRR7CCJy6srmqgWdDGZLdy9yn2ezgiItFYin2hqi7xVvsV495GzgOuEZE9WKaxiSLyGq13PGDJmKeqa7zH/8RS9q11TBcDu1X1sKpWAUuA79F6x1NNc+XP45SZo3Z9WCEitwFXAT/2mlogxGOyW7mvBfqJSC+xMj1NxYoHH9Z4V7JfArar6jO1PmqVMe5V9WFV7a6qmVjfwb9V9WZa6XgAVPUgsE9EBnirJmGFoW6tY/oOGCciCd77bxLWWk9rHU81zZLfa7o5ISLjvH+HW2udExaIyGXAL4Fr1IqoW01ox2TXKnOtleUrsLxNcoFH7JbHR5nPx3ps2gRs8JYrsMIirwSyva8ptc55xDvGHdi4uu/D2CZwylumVY8HGA6s835P7wAdWvOYgMeALGAL8CqW10WrGQ9Wsp98oAprtjqtJfIDo7x/g1xgLt7NmGE0phws23q1bvirHWMyO1QNBoOhDWK3WcZgMBgMQcAod4PBYGiDGOVuMBgMbRCj3A0Gg6ENYpS7wWAwtEGMcjcYDIY2iFHuBoPB0AYxyt1gMBjaIP8/Xu+DGp/+CIoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_image = np.multiply(new_image_mask,image)\n",
    "plt.imshow(new_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X: 5,Y: 6, Color: (250,0,0) False\n",
      "X: 5,Y: 6, Color: (83,83,83) False\n"
     ]
    }
   ],
   "source": [
    "class Pixel:\n",
    "    def __init__(self, x = 0, y= 0, red = 0, green = 0, blue = 0): \n",
    "        self._x = x\n",
    "        self._y = y\n",
    "        self._red = red\n",
    "        self._green = green\n",
    "        self._blue = blue\n",
    "        self._print_color = False\n",
    "        \n",
    "    def set_coords(self, x, y):\n",
    "        self._x = x\n",
    "        self._y = y\n",
    "\n",
    "    def set_grayscale(self):\n",
    "        average = (self._red + self._blue + self._green)/3\n",
    "        self._red = int(average)\n",
    "        self._blue = int(average)\n",
    "        self._green = int(average)\n",
    "        if (self._blue ,self._green) == (0,0):\n",
    "            self._print_color = 'red'\n",
    "        if (self._red,self._green) == ():\n",
    "            self._print_color = 'blue'\n",
    "        if (self._red,self._blue) == ():\n",
    "            self._print_color = 'green'\n",
    "\n",
    "    def print_pixel_info(self):\n",
    "        if self._print_color:\n",
    "            print(\"X: {},Y: {}, Color: ({},{},{}) {}\".format(self._x,self._y,self._red,self._green,self._blue,self._print_color))\n",
    "\n",
    "\n",
    "def main():\n",
    "    p = Pixel(5, 6, 250)\n",
    "    p.print_pixel_info()\n",
    "    p.set_grayscale()\n",
    "    p.print_pixel_info()\n",
    "    \n",
    "main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
